{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d31806fb",
   "metadata": {},
   "source": [
    "#第一章：准备工作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "37518222",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np # 数据处理最重要的模块\n",
    "import pandas as pd   #数据处理最重要的模块\n",
    "\n",
    "from IPython.core.interactiveshell import InteractiveShell   #jupyter运行输出的模块\n",
    "\n",
    "#显示每一个运行结果\n",
    "InteractiveShell.ast_node_interactivity = 'all'\n",
    "\n",
    "pd.set_option('display.max_rows',None)  #设置行不限制数量\n",
    "\n",
    "pd.set_option('display.max_columns', None)  #设置列不限制数量\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56dc9dd9",
   "metadata": {},
   "source": [
    "魔法命令分为两类：行魔法（以 % 开头，作用于单行）   单元魔法（以 %% 开头，作用于整个单元）。\n",
    "使用 %lsmagic 可列出当前环境可用的所有魔法，%quickref 查看速查帮助，任意魔法后加 ? 可看用法说明。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01b2f554",
   "metadata": {},
   "source": [
    "第二章：数据导入 (Data Import)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d3ccbdf8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             Preclose       Open    Highest     Lowest      Close\n",
      "Day                                                              \n",
      "1990-12-19               96.0500    99.9800    95.7900    99.9800\n",
      "1990-12-20      99.98   104.3000   104.3900    99.9800   104.3900\n",
      "1990-12-21     104.39   109.0700   109.1300   103.7300   109.1300\n",
      "1990-12-24     109.13   113.5700   114.5500   109.1300   114.5500\n",
      "1990-12-25     114.55   120.0900   120.2500   114.5500   120.2500\n",
      "1990-12-26     120.25   125.2700   125.2700   120.2500   125.2700\n",
      "1990-12-27     125.27   125.2700   125.2800   125.2700   125.2800\n",
      "1990-12-28     125.28   126.3900   126.4500   125.2800   126.4500\n",
      "1990-12-31     126.45   126.5600   127.6100   126.4800   127.6100\n",
      "1991-01-02     127.61   127.6100   128.8400   127.6100   128.8400\n",
      "1991-01-03     128.84   128.8400   130.1400   128.8400   130.1400\n",
      "1991-01-04     130.14   131.2700   131.4400   130.1400   131.4400\n",
      "1991-01-07     131.44   131.9900   132.0600   131.4500   132.0600\n",
      "1991-01-08     132.06   132.6200   132.6800   132.0600   132.6800\n",
      "1991-01-09     132.68   133.3000   133.3400   132.6800   133.3400\n",
      "1991-01-10     133.34   133.9300   133.9700   133.3400   133.9700\n",
      "1991-01-11     133.97   134.6100   134.6100   134.5100   134.6000\n",
      "1991-01-14      134.6   134.1100   135.1900   134.1100   134.6700\n",
      "1991-01-15     134.67   134.2100   134.7400   134.1900   134.7400\n",
      "1991-01-16     134.74   134.1900   134.7400   134.1400   134.2400\n",
      "1991-01-17     134.24   133.6700   134.2500   133.6500   134.2500\n",
      "1991-01-18     134.25   133.7000   134.2500   133.6700   134.2400\n",
      "1991-01-21     134.24   133.7000   134.2400   133.6600   134.2400\n",
      "1991-01-22     134.24   133.7200   134.2400   133.6600   133.7200\n",
      "1991-01-23     133.72   133.1700   133.7200   133.1400   133.1700\n",
      "1991-01-24     133.17   132.6100   133.1700   132.5700   132.6100\n",
      "1991-01-25     132.61   132.0500   132.0700   132.0300   132.0500\n",
      "1991-01-28     132.05   131.4600   131.5500   131.4600   131.4600\n",
      "1991-01-29     131.46   130.9500   130.9700   130.9500   130.9500\n",
      "1991-01-30     130.95   130.4400   130.9500   130.4100   130.4400\n",
      "1991-01-31     130.44   129.9300   130.4600   129.9300   129.9700\n",
      "1991-02-01     129.97   129.5000   129.9700   129.4500   129.5100\n",
      "1991-02-04     129.51   129.0500   129.5800   129.0500   129.0500\n",
      "1991-02-05     129.05   128.5600   128.5800   128.5300   128.5800\n",
      "1991-02-06     128.58   129.1300   129.1500   128.0600   129.1400\n",
      "1991-02-07     129.14   129.7400   129.7900   129.1400   129.7900\n",
      "1991-02-08     129.79   130.3600   130.3900   129.7900   130.3800\n",
      "1991-02-11     130.38   130.9200   130.9700   130.3900   130.9700\n",
      "1991-02-12     130.97   131.5400   131.5600   130.9700   131.3500\n",
      "1991-02-13     131.35   131.9300   131.9300   131.3500   131.9200\n",
      "1991-02-14     131.92   132.5300   132.5300   132.3000   132.5300\n",
      "1991-02-19     132.53   133.1200   133.1400   133.0800   133.1300\n",
      "1991-02-20     133.13   133.6300   133.6700   133.1300   133.6700\n",
      "1991-02-21     133.67   134.2400   134.2800   133.6700   134.2800\n",
      "1991-02-22     134.28   134.8500   134.8700   134.2800   134.8700\n",
      "1991-02-25     134.87   134.3700   134.8700   134.3300   134.4000\n",
      "1991-02-26      134.4   133.9000   134.4400   133.9000   133.9300\n",
      "1991-02-27     133.93   133.4400   133.9800   133.4400   133.4700\n",
      "1991-02-28     133.47   132.9900   133.5200   132.9800   133.0100\n",
      "1991-03-01     133.01   132.5300   132.5300   132.4700   132.5300\n",
      "1991-03-04     132.53   132.0900   132.0900   131.9800   131.9900\n",
      "1991-03-05     131.99   131.4200   131.9900   131.4100   131.4600\n",
      "1991-03-06     131.46   130.8900   130.9500   130.8900   130.9400\n",
      "1991-03-07     130.94   130.4100   130.9400   130.4100   130.4100\n",
      "1991-03-08     130.41   129.8400   130.4100   129.8400   129.8900\n",
      "1991-03-11     129.89   129.3000   129.8900   129.3000   129.3100\n",
      "1991-03-12     129.31   128.7300   129.3100   128.7300   128.7700\n",
      "1991-03-13     128.77   126.1300   128.7700   126.1300   126.1500\n",
      "1991-03-14     126.15   125.6100   126.1500   125.6100   125.6300\n",
      "1991-03-15     125.63   125.0800   125.6200   125.0800   125.1700\n",
      "1991-03-18     125.17   124.7000   125.1700   124.6900   124.7100\n",
      "1991-03-19     124.71   124.2300   124.7100   124.2200   124.2200\n",
      "1991-03-20     124.22   123.6600   124.2100   123.6300   123.6600\n",
      "1991-03-21     123.66   123.1400   123.6600   123.1200   123.1200\n",
      "1991-03-22     123.12   122.6200   123.1200   122.6200   122.6200\n",
      "1991-03-25     122.62   122.1200   122.6200   122.1000   122.1200\n",
      "1991-03-26     122.12   121.6200   122.1400   121.6200   121.6200\n",
      "1991-03-27     121.62   121.1200   121.6400   121.1200   121.1200\n",
      "1991-03-28     121.12   120.6500   121.1500   120.6100   120.6100\n",
      "1991-03-29     120.61   120.1600   120.6100   120.1100   120.1900\n",
      "1991-04-01     120.19   120.6900   120.7300   119.6800   120.7300\n",
      "1991-04-02     120.73   121.2100   121.2900   120.7300   121.2100\n",
      "1991-04-03     121.21   121.7100   121.7100   121.2100   121.7100\n",
      "1991-04-04     121.71   122.2000   122.2000   121.2400   121.7200\n",
      "1991-04-05     121.72   121.0700   121.7300   121.0300   121.5400\n",
      "1991-04-08     121.54   121.1100   121.1100   121.0500   121.0900\n",
      "1991-04-09     121.09   120.6000   121.1000   120.6000   120.6200\n",
      "1991-04-10     120.62   120.1500   120.6200   120.0900   120.1600\n",
      "1991-04-11     120.16   119.6400   120.1600   119.6200   119.6400\n",
      "1991-04-12     119.64   119.2000   119.6500   119.1500   119.2100\n",
      "1991-04-15     119.21   118.7300   119.2200   118.7200   118.7700\n",
      "1991-04-16     118.77   118.3600   118.7700   118.3400   118.3400\n",
      "1991-04-17     118.34   117.9200   118.3400   117.8900   117.9000\n",
      "1991-04-18      117.9   117.4500   117.9300   117.4500   117.4500\n",
      "1991-04-19     117.45   117.0800   117.5000   117.0500   117.0800\n",
      "1991-04-22     117.08   116.6300   117.0800   116.5800   116.6300\n",
      "1991-04-23     116.63   116.2100   116.6300   116.1500   116.1900\n",
      "1991-04-24     116.19   115.7000   116.1900   115.7000   115.7900\n",
      "1991-04-25     115.79   115.3800   115.7900   115.3300   115.3600\n",
      "1991-04-26     115.36   116.3100   116.3100   114.5200   115.5600\n",
      "1991-04-29     115.56   114.8600   116.2900   114.7500   114.7500\n",
      "1991-04-30     114.75   113.8900   114.8700   113.8900   113.9400\n",
      "1991-05-02     113.94   113.0400   113.2000   113.0300   113.1600\n",
      "1991-05-03     113.16   112.4600   113.1700   112.3000   112.4100\n",
      "1991-05-06     112.41   111.6500   112.4100   111.5700   111.6100\n",
      "1991-05-07     111.61   110.8000   110.9000   110.8000   110.8200\n",
      "1991-05-08     110.82   110.1600   110.8200   110.0000   110.0300\n",
      "1991-05-09     110.03   109.3600   110.1200   109.2900   109.2900\n",
      "1991-05-10     109.29   108.6100   109.4000   108.5300   108.5300\n",
      "1991-05-13     108.53   107.8800   107.8800   107.7400   107.8400\n",
      "1991-05-14     107.84   107.2100   107.8400   107.0600   107.1900\n",
      "1991-05-15     107.19   106.5600   106.6000   106.4200   106.5700\n",
      "1991-05-16     106.57   105.8300   105.8600   105.6900   105.7700\n",
      "1991-05-17     105.77   105.1200   106.7500   104.9600   106.7500\n",
      "1991-05-20     106.75   107.7600   107.8200   106.7100   107.8200\n",
      "1991-05-21     107.82   108.8900   108.8900   108.6200   108.8100\n",
      "1991-05-22     108.81   109.7100   109.8200   108.1100   108.2500\n",
      "1991-05-23     108.25   107.5200   109.1600   107.3500   109.0800\n",
      "1991-05-24     109.08   110.0700   110.0800   109.8200   110.0800\n",
      "1991-05-27     110.08   111.0500   111.0700   109.4700   110.6600\n",
      "1991-05-28     110.66   111.6100   111.6800   111.3600   111.6800\n",
      "1991-05-29     111.68   112.7500   112.7500   111.6700   112.7500\n",
      "1991-05-30     112.75   113.7400   113.8200   112.7700   113.8200\n",
      "1991-05-31     113.82   114.8300   114.8300   113.8400   114.8300\n",
      "1991-06-03     114.83   115.9000   115.9700   114.8900   115.9700\n",
      "1991-06-04     115.97   117.1200   117.1200   116.8300   117.1200\n",
      "1991-06-05     117.12   118.1700   118.1700   117.1400   118.1700\n",
      "1991-06-06     118.17   119.2600   119.3500   118.1700   119.3500\n",
      "1991-06-07     119.35   120.4600   120.4700   119.3500   120.4700\n",
      "1991-06-10     120.47   121.6500   121.6700   120.4700   121.6700\n",
      "1991-06-11     121.67   122.8900   122.8900   121.6700   122.8900\n",
      "1991-06-12     122.89   123.9000   124.1100   122.8900   124.1100\n",
      "1991-06-13     124.11   125.3300   125.3400   123.6500   125.3400\n",
      "1991-06-14     125.34   124.4700   126.3400   124.4700   124.5300\n",
      "1991-06-17     124.53   125.6300   125.7700   123.5400   125.7700\n",
      "1991-06-18     125.77   127.0300   127.0300   126.6700   127.0300\n",
      "1991-06-19     127.03   128.1200   128.2900   127.0300   128.2900\n",
      "1991-06-20     128.29   129.5500   129.5700   129.2100   129.5700\n",
      "1991-06-21     129.57   130.7200   130.8600   128.8100   130.8600\n",
      "1991-06-24     130.86   132.1000   132.1700   131.8000   132.1700\n",
      "1991-06-25     132.17   133.4800   133.4900   132.1700   133.4900\n",
      "1991-06-26     133.49   134.8300   134.8300   133.4900   134.8300\n",
      "1991-06-27     134.83   136.0400   136.1900   134.8300   136.1900\n",
      "1991-06-28     136.19   137.4100   137.5600   136.1900   137.5600\n",
      "1991-07-01     137.56   136.6400   138.6200   136.5600   136.8500\n",
      "1991-07-02     136.85   135.9100   135.9600   135.6900   135.9600\n",
      "1991-07-03     135.96   135.2800   135.9600   134.9800   135.2700\n",
      "1991-07-04     135.27   136.6300   136.6300   134.1900   136.6300\n",
      "1991-07-05     136.63   136.0100   137.6800   135.9000   135.9600\n",
      "1991-07-08     135.96   135.2600   135.2800   134.9300   135.2800\n",
      "1991-07-09     135.28   136.5600   136.5700   134.3100   134.6400\n",
      "1991-07-10     134.64   134.4000   135.6000   133.7200   133.9900\n",
      "1991-07-11     133.99   133.2200   133.9900   133.1300   133.3800\n",
      "1991-07-12     133.38   132.8000   133.3800   132.4200   132.8000\n",
      "1991-07-15      132.8   133.9000   134.1000   131.8700   133.1400\n",
      "1991-07-16     133.14   134.3900   134.4700   133.1400   134.4700\n",
      "1991-07-17     134.47   135.8100   135.8100   135.3900   135.8100\n",
      "1991-07-18     135.81   137.1700   137.1700   135.8100   137.1700\n",
      "1991-07-19     137.17   137.6600   138.5400   136.6600   136.7000\n",
      "1991-07-22      136.7   138.0700   138.0700   136.7000   138.0700\n",
      "1991-07-23     138.07   139.3500   139.3900   138.0700   139.3900\n",
      "1991-07-24     139.39   140.6600   140.7400   138.6900   140.6800\n",
      "1991-07-25     140.68   140.2000   141.0100   139.9900   140.1900\n",
      "1991-07-26     140.19   140.1100   141.4600   139.2700   140.6600\n",
      "1991-07-29     140.66   141.2200   141.7200   140.8100   141.5200\n",
      "1991-07-30     141.52   142.3900   142.4500   141.3900   142.3900\n",
      "1991-07-31     142.39   143.7200   143.8000   142.3900   143.8000\n",
      "1991-08-01      143.8   145.1200   145.2400   143.8000   145.2400\n",
      "1991-08-02     145.24   146.4900   146.6800   145.4400   146.6800\n",
      "1991-08-05     146.68   148.0600   148.1500   146.6800   148.1500\n",
      "1991-08-06     148.15   149.6200   149.6200   148.1500   149.6200\n",
      "1991-08-07     149.62   150.9300   151.1200   149.6200   151.1200\n",
      "1991-08-08     151.12   152.5700   152.6100   151.1200   152.6100\n",
      "1991-08-09     152.61   153.9000   154.1000   152.6100   154.1000\n",
      "1991-08-12      154.1   155.3400   155.5400   154.1000   155.5400\n",
      "1991-08-13     155.54   156.8700   157.0700   155.5400   157.0700\n",
      "1991-08-14     157.07   158.3000   158.6300   158.1100   158.6300\n",
      "1991-08-15     158.63   159.9200   160.2100   158.6300   160.2100\n",
      "1991-08-16     160.21   161.5600   161.6000   160.2100   161.6000\n",
      "1991-08-19      161.6   163.2100   163.2100   161.6000   163.2100\n",
      "1991-08-20     163.21   164.7400   164.8400   163.2100   164.8400\n",
      "1991-08-21     164.84   166.4900   166.4900   164.8400   166.4900\n",
      "1991-08-22     166.49   167.8100   168.1600   166.4900   168.1600\n",
      "1991-08-23     168.16   169.8100   169.8100   168.1600   169.8100\n",
      "1991-08-26     169.81   171.5100   171.5100   169.8100   171.5100\n",
      "1991-08-27     171.51   173.0600   173.1900   171.5100   173.1900\n",
      "1991-08-28     173.19   174.8200   174.9200   173.1900   174.9200\n",
      "1991-08-29     174.92   176.5300   176.6600   174.9200   176.6600\n",
      "1991-08-30     176.66   178.2000   178.4300   176.6600   178.4300\n",
      "1991-09-02     178.43   180.0800   180.2200   178.4300   180.2200\n",
      "1991-09-03     180.22   181.7100   181.9700   180.2200   181.9700\n",
      "1991-09-04     181.97   183.6600   183.6900   181.9700   183.6900\n",
      "1991-09-05     183.69   185.4800   185.5100   183.6900   185.5100\n",
      "1991-09-06     185.51   187.0900   187.3600   185.5100   187.3600\n",
      "1991-09-09     187.36   189.1000   189.2400   187.3600   189.2400\n",
      "1991-09-10     189.24   190.9800   190.9800   188.1900   188.3300\n",
      "1991-09-11     188.33   187.2900   187.2900   186.8600   187.2200\n",
      "1991-09-12     187.22   186.2200   187.4000   186.0700   186.2200\n",
      "1991-09-13     186.22   188.0000   188.0400   185.0100   187.7900\n",
      "1991-09-16     187.79   189.5500   189.6600   187.7900   189.6600\n",
      "1991-09-17     189.66   191.1600   191.1800   188.2800   188.6500\n",
      "1991-09-18     188.65   187.2600   188.5900   187.1800   187.6300\n",
      "1991-09-19     187.63   187.6500   189.2100   186.4900   186.8800\n",
      "1991-09-20     186.88   185.7700   187.2100   185.6600   185.9200\n",
      "1991-09-23     185.92   185.0000   185.9200   184.7100   185.0000\n",
      "1991-09-24        185   183.9600   185.0400   183.6900   184.0800\n",
      "1991-09-25     184.08   182.8000   184.0800   182.8000   183.1900\n",
      "1991-09-26     183.19   182.2100   183.1900   181.9300   182.3300\n",
      "1991-09-27     182.33   183.1200   183.8900   181.1900   181.8200\n",
      "1991-09-30     181.82   180.2800   181.9500   180.2700   180.9200\n",
      "1991-10-03     180.92   181.5500   182.4800   179.8000   182.4800\n",
      "1991-10-04     182.48   184.2900   184.2900   183.5900   184.2900\n",
      "1991-10-07     184.29   185.9500   186.0000   185.4100   186.0000\n",
      "1991-10-08        186   187.5900   187.6100   186.0000   187.4900\n",
      "1991-10-09     187.49   188.4900   189.1200   186.3100   189.1200\n",
      "1991-10-10     189.12   190.7100   191.0100   189.1200   191.0100\n",
      "1991-10-11     191.01   192.8400   192.8800   191.0100   192.8500\n",
      "1991-10-14     192.85   194.0600   194.6900   192.3200   194.6700\n",
      "1991-10-15     194.67   196.5800   196.6100   194.6700   196.6100\n",
      "1991-10-16     196.61   198.5100   198.5700   196.6100   198.5700\n",
      "1991-10-17     198.57   200.5000   200.5100   198.5700   200.5100\n",
      "1991-10-18     200.51   202.5000   202.5100   200.5100   202.5100\n",
      "1991-10-21     202.51   204.5300   204.5300   202.5100   204.5300\n",
      "1991-10-22     204.53   206.0600   206.5300   204.5300   206.5300\n",
      "1991-10-23     206.53   208.0600   208.2500   206.5300   208.2500\n",
      "1991-10-24     208.25   210.2000   210.2000   208.2500   210.0700\n",
      "1991-10-25     210.07   210.3400   211.9700   209.7100   211.8600\n",
      "1991-10-28     211.86   213.5000   213.9800   211.8600   213.9800\n",
      "1991-10-29     213.98   215.6300   215.7800   213.9800   215.7800\n",
      "1991-10-30     215.78   216.3700   216.4300   215.7800   216.4300\n",
      "1991-10-31     216.43   218.5900   218.6000   216.4300   218.6000\n",
      "1991-11-01      218.6   220.7100   220.7200   218.6000   220.7200\n",
      "1991-11-04     220.72   222.7700   222.7700   220.7900   222.7700\n",
      "1991-11-05     222.77   224.4400   224.6500   222.7700   224.6500\n",
      "1991-11-06     224.65   226.8300   226.8800   224.6500   226.8800\n",
      "1991-11-07     226.88   228.9300   228.9300   226.8800   228.9300\n",
      "1991-11-08     228.93   230.9900   231.2200   228.9300   231.2200\n",
      "1991-11-11     231.22   233.4800   233.5500   231.2200   233.5500\n",
      "1991-11-12     233.55   235.7500   235.8000   233.5500   235.8000\n",
      "1991-11-13      235.8   236.5100   236.6700   235.8000   236.6700\n",
      "1991-11-14     236.67   237.3900   237.4500   236.6700   237.4500\n",
      "1991-11-15     237.45   238.2500   238.2500   237.4500   238.2500\n",
      "1991-11-18     238.25   240.0400   240.6200   238.2500   240.6200\n",
      "1991-11-19     240.62   242.2400   242.2400   240.6200   242.2400\n",
      "1991-11-20     242.24   244.5000   244.5000   242.2400   244.5000\n",
      "1991-11-21      244.5   246.2600   246.3100   244.5000   246.3100\n",
      "1991-11-22     246.31   248.2400   248.5300   246.3100   248.5300\n",
      "1991-11-25     248.53   250.8400   250.8500   248.5300   250.8500\n",
      "1991-11-26     250.85   252.9000   252.9700   250.8500   252.9700\n",
      "1991-11-27     252.97   255.2700   255.4500   252.9700   255.4500\n",
      "1991-11-28     255.45   257.2800   257.3500   255.4500   257.3500\n",
      "1991-11-29     257.35   259.6800   259.8500   257.3500   259.6000\n",
      "1991-12-02      259.6   261.7800   262.1900   259.6700   262.1900\n",
      "1991-12-03     262.19   264.6400   264.8100   262.1900   264.8100\n",
      "1991-12-04     264.81   265.5300   265.7700   264.8100   265.7700\n",
      "1991-12-05     265.77   266.4800   266.6600   265.7700   266.6600\n",
      "1991-12-06     266.66   269.3400   269.3500   266.6600   269.3500\n",
      "1991-12-09     269.35   270.2700   270.2700   269.3500   270.2700\n",
      "1991-12-10     270.27   270.2700   272.9100   270.2700   272.9100\n",
      "1991-12-11     272.91   273.5300   273.7100   272.9100   273.7100\n",
      "1991-12-12     273.71   274.4100   274.4100   273.7100   274.4100\n",
      "1991-12-13     274.41   276.8100   277.0000   274.4100   277.0000\n",
      "1991-12-16        277   277.5300   277.8500   277.0000   277.8500\n",
      "1991-12-17     277.85   278.6700   278.6800   277.8500   278.6800\n",
      "1991-12-18     278.68   279.3200   279.5100   278.6800   279.5100\n",
      "1991-12-19     279.51   279.9800   280.1700   279.5100   280.1700\n",
      "1991-12-20     280.17   282.8300   282.8300   280.6300   282.8300\n",
      "1991-12-23     282.83   285.6500   285.6500   282.8300   285.6500\n",
      "1991-12-24     285.65   285.7400   286.2200   285.6500   286.2200\n",
      "1991-12-25     286.22   287.0900   287.1500   286.2200   287.1500\n",
      "1991-12-26     287.15   288.0300   288.0300   287.1500   288.0300\n",
      "1991-12-27     288.03   290.6500   290.8500   288.0300   290.8500\n",
      "1991-12-30     290.85   291.7100   291.7100   290.8500   291.7100\n",
      "1991-12-31     291.71   292.4800   292.7500   291.7100   292.7500\n",
      "1992-01-02     292.75   293.7400   293.7500   292.7600   293.7500\n",
      "1992-01-03     293.75   296.2400   296.5200   293.7500   296.5200\n",
      "1992-01-06     296.52   297.6800   297.6800   296.5200   297.6800\n",
      "1992-01-07     297.68   298.5400   298.7700   297.6800   298.7700\n",
      "1992-01-08     298.77   299.6500   299.6600   298.7700   299.6600\n",
      "1992-01-09     299.66   300.6100   300.6200   299.6600   300.6200\n",
      "1992-01-10     300.62   301.8200   301.8300   300.6200   301.8300\n",
      "1992-01-13     301.83   302.8300   303.0600   302.0000   303.0600\n",
      "1992-01-14     303.06   304.7700   305.7400   303.0600   305.7400\n",
      "1992-01-15     305.74   306.6200   306.6300   305.7400   306.6300\n",
      "1992-01-16     306.63   306.8500   306.8500   306.6300   306.8500\n",
      "1992-01-17     306.85   307.3700   307.3800   306.8500   307.3800\n",
      "1992-01-20     307.38   307.3800   307.3900   307.3800   307.3900\n",
      "1992-01-21     307.39   307.8700   307.8700   307.3900   307.8700\n",
      "1992-01-22     307.87   307.9500   307.9500   307.8700   307.9500\n",
      "1992-01-23     307.95   308.5300   308.5300   307.9500   308.5300\n",
      "1992-01-24     308.53   309.0500   309.0500   308.5300   309.0500\n",
      "1992-01-27     309.05   311.6000   311.6100   309.0500   311.6100\n",
      "1992-01-28     311.61   311.6700   311.8400   311.6100   311.8400\n",
      "1992-01-29     311.84   312.4100   312.5800   311.8400   312.4200\n",
      "1992-01-30     312.42   312.7300   312.7300   312.4200   312.7300\n",
      "1992-01-31     312.73   313.2400   313.2400   312.7300   313.2400\n",
      "1992-02-03     313.24   314.1800   314.1800   313.2400   314.1800\n",
      "1992-02-07     314.18   314.7200   314.7200   314.1800   314.7200\n",
      "1992-02-10     314.72   315.5500   315.5600   314.7200   315.5600\n",
      "1992-02-11     315.56   316.1200   316.4300   315.5600   316.4300\n",
      "1992-02-12     316.43   316.4300   316.4400   316.4300   316.4400\n",
      "1992-02-13     316.44   317.2400   317.5700   317.0400   317.0400\n",
      "1992-02-14     317.04   319.4500   319.6800   317.0400   319.6800\n",
      "1992-02-17     319.68   319.7700   319.7700   319.6800   319.7700\n",
      "1992-02-18     319.77   338.9800   339.1600   319.7700   337.1100\n",
      "1992-02-19     337.11   340.5000   342.4100   337.1100   342.4100\n",
      "1992-02-20     342.41   345.2200   348.0100   342.4100   347.9900\n",
      "1992-02-21     347.99   358.9100   359.9300   347.9900   359.5900\n",
      "1992-02-24     359.59   361.1100   361.6200   359.5900   360.5000\n",
      "1992-02-25      360.5   359.6600   361.2900   357.0700   360.3700\n",
      "1992-02-26     360.37   359.8500   360.7600   359.2700   360.1000\n",
      "1992-02-27      360.1   361.0000   363.0300   360.1000   362.4500\n",
      "1992-02-28     362.45   364.1500   364.6700   362.4500   364.6600\n",
      "1992-03-02     364.66   365.1500   365.3900   364.6600   365.3900\n",
      "1992-03-03     365.39   366.7900   367.2500   365.3900   367.0000\n",
      "1992-03-04        367   367.5600   368.3200   366.9500   368.3200\n",
      "1992-03-05     368.32   369.3100   369.8800   368.1100   369.7600\n",
      "1992-03-06     369.76   370.7900   371.7600   369.7600   371.7600\n",
      "1992-03-09     371.76   372.2600   374.0600   371.8800   373.5300\n",
      "1992-03-10     373.53   374.4800   375.2300   373.5300   375.2300\n",
      "1992-03-11     375.23   375.8700   376.2500   374.9800   376.1400\n",
      "1992-03-12     376.14   377.5500   377.5700   376.1400   376.9200\n",
      "1992-03-13     376.92   376.5800   377.1900   376.3800   376.3800\n",
      "1992-03-16     376.38   377.0000   377.4200   376.3800   377.0500\n",
      "1992-03-17     377.05   377.5000   377.8400   377.0300   377.4900\n",
      "1992-03-18     377.49   377.9400   378.3200   377.4900   377.6600\n",
      "1992-03-19     377.66   377.2600   377.9600   376.2100   377.3100\n",
      "1992-03-20     377.31   377.9100   378.0300   377.3100   377.9900\n",
      "1992-03-23     377.99   378.6100   379.0400   377.4500   378.8900\n",
      "1992-03-24     378.89   378.5300   379.5000   378.0500   378.6900\n",
      "1992-03-25     378.69   378.3300   379.0200   378.1200   378.1200\n",
      "1992-03-26     378.12   379.2900   379.3400   377.6400   379.1300\n",
      "1992-03-27     379.13   379.6500   380.7900   379.1300   380.7700\n",
      "1992-03-30     380.77   381.5400   381.5600   380.7600   381.4400\n",
      "1992-03-31     381.44   381.8700   382.0600   381.2400   381.2400\n",
      "1992-04-01     381.24   381.5500   381.8500   381.0100   381.0100\n",
      "1992-04-02     381.01   381.4700   381.5800   381.0100   381.1200\n",
      "1992-04-03     381.12   381.4400   381.5700   381.1200   381.3300\n",
      "1992-04-06     381.33   381.9700   382.0800   381.3300   381.4700\n",
      "1992-04-07     381.47   381.9500   382.1000   381.4700   381.9300\n",
      "1992-04-08     381.93   382.5300   382.5900   381.9200   382.4300\n",
      "1992-04-09     382.43   381.9300   382.8800   381.6500   381.6500\n",
      "1992-04-10     381.65   381.5200   382.0400   381.2000   382.0300\n",
      "1992-04-13     382.03   387.2700   392.2800   382.0300   391.1100\n",
      "1992-04-14     391.11   393.1000   400.6100   391.1000   400.6100\n",
      "1992-04-15     400.61   400.3500   406.7200   398.2300   406.7200\n",
      "1992-04-16     406.72   404.0700   410.6100   403.5200   410.5500\n",
      "1992-04-17     410.55   408.5600   414.4200   406.1900   414.4200\n",
      "1992-04-20     414.42   417.1900   420.9900   413.6400   413.8500\n",
      "1992-04-21     413.85   417.9900   421.5500   402.8900   410.0600\n",
      "1992-04-22     410.06   400.1200   410.0600   399.8700   399.8800\n",
      "1992-04-23     399.88   407.1300   408.8600   394.6000   407.2500\n",
      "1992-04-24     407.25   405.8800   415.0500   397.7400   414.4000\n",
      "1992-04-27      414.4   422.4500   424.9200   413.4700   424.5800\n",
      "1992-04-28     424.58   434.9000   436.3100   424.5800   436.0900\n",
      "1992-04-29     436.09   445.2500   446.1200   436.0900   444.1600\n",
      "1992-04-30     444.16   435.7300   448.9400   433.6600   445.3800\n",
      "1992-05-04     445.38   454.8600   456.2400   445.3800   453.6200\n",
      "1992-05-05     453.62   447.4200   455.3600   439.9600   449.2100\n",
      "1992-05-06     449.21   449.7800   454.0800   446.3900   449.9600\n",
      "1992-05-07     449.96   452.8600   457.0500   449.5500   454.6500\n",
      "1992-05-08     454.65   461.0500   468.4200   454.6500   468.1100\n",
      "1992-05-11     468.11   483.2900   491.5000   468.1100   491.5000\n",
      "1992-05-12      491.5   502.8000   506.6800   491.5000   506.5300\n",
      "1992-05-13     506.53   505.2700   517.8600   499.4000   514.0400\n",
      "1992-05-14     514.04   514.4800   523.5000   511.9100   523.3600\n",
      "1992-05-15     523.36   529.3900   544.5600   523.3600   544.3500\n",
      "1992-05-18     544.35   560.0900   571.8500   544.3500   571.8200\n",
      "1992-05-19     571.82   590.4100   598.1100   571.8200   598.1100\n",
      "1992-05-20     598.11   617.2800   623.8800   598.1100   616.9900\n",
      "1992-05-21     616.99  1260.3200  1334.9800   604.0100  1266.4900\n",
      "1992-05-22    1266.49  1306.3700  1349.7100  1262.4400  1339.9900\n",
      "1992-05-25    1339.99  1411.9800  1428.7900  1339.9900  1421.5700\n",
      "1992-05-26    1421.57  1332.3900  1429.0100  1291.0000  1301.3500\n",
      "1992-05-27    1301.35  1250.5600  1285.6100   823.3600  1193.1700\n",
      "1992-05-28    1193.17  1123.0400  1184.1800  1114.9400  1160.1700\n",
      "1992-05-29    1160.17  1243.6500  1253.3700  1154.0100  1234.7100\n",
      "1992-06-01    1234.71  1175.6900  1249.5800  1129.2800  1183.2400\n",
      "1992-06-02    1183.24  1155.8800  1184.2800  1138.5800  1141.0200\n",
      "1992-06-03    1141.02  1075.9000  1141.0200  1033.4700  1059.0700\n",
      "1992-06-04    1059.07  1087.4900  1118.9300  1050.4500  1104.4600\n",
      "1992-06-05    1104.46  1125.0100  1143.0700  1099.9100  1105.7600\n",
      "1992-06-08    1105.76  1092.0700  1121.4100  1085.1900  1093.4600\n",
      "1992-06-09    1093.46  1116.9200  1144.3900  1079.6500  1126.6200\n",
      "1992-06-10    1126.62  1199.2300  1206.5100  1134.7300  1187.0200\n",
      "1992-06-11    1187.02  1179.2800  1188.6800  1172.0900  1178.3000\n",
      "1992-06-12     1178.3  1164.1200  1178.3000  1153.9700  1171.7100\n",
      "1992-06-15    1171.71  1174.4100  1181.8600  1152.6900  1171.8500\n",
      "1992-06-16    1171.85  1171.7500  1178.4800  1164.2400  1166.7000\n",
      "1992-06-17     1166.7  1171.2900  1186.5900  1166.2600  1169.5700\n",
      "1992-06-18    1169.57  1167.1600  1172.8600  1158.3200  1168.4300\n",
      "1992-06-19    1168.43  1169.9700  1171.9400  1161.8000  1171.9400\n",
      "1992-06-22    1171.94  1173.6800  1180.2100  1165.7400  1169.9000\n",
      "1992-06-23     1169.9  1162.8300  1172.4600  1154.6200  1158.1700\n",
      "1992-06-24    1158.17  1150.8900  1158.1700  1144.4600  1151.0600\n",
      "1992-06-25    1151.06  1153.4800  1160.2300  1148.0200  1160.2300\n",
      "1992-06-26    1160.23  1164.2900  1207.8200  1160.2300  1164.6700\n",
      "1992-06-29    1164.67  1168.8900  1173.4900  1156.6800  1169.5100\n",
      "1992-06-30    1169.51  1186.6200  1193.1600  1169.5100  1191.1900\n",
      "1992-07-01    1191.19  1199.5400  1215.1300  1182.0500  1194.1800\n",
      "1992-07-02    1194.18  1187.3000  1198.6600  1179.8600  1187.4800\n",
      "1992-07-03    1187.48  1189.0900  1193.3900  1183.9600  1189.1600\n",
      "1992-07-06    1189.16  1197.7600  1215.2400  1190.2700  1201.0100\n",
      "1992-07-07    1201.01  1201.0100  1206.9100  1195.8100  1206.4600\n",
      "1992-07-08    1206.46  1192.3700  1211.2700  1182.7200  1185.5000\n",
      "1992-07-09     1185.5  1172.4400  1187.1800  1168.7800  1178.5300\n",
      "1992-07-10    1178.53  1175.1400  1192.9800  1166.4500  1188.6200\n",
      "1992-07-13    1188.62  1156.8300  1198.9000  1131.2100  1136.3300\n",
      "1992-07-14    1136.33  1124.6500  1139.9600  1110.1900  1114.0500\n",
      "1992-07-15    1114.05  1107.1800  1135.5700  1100.1600  1107.6900\n",
      "1992-07-16    1107.69  1114.1300  1214.8300  1108.2300  1124.6400\n",
      "1992-07-17    1124.64  1121.4900  1134.3200  1116.1400  1125.5600\n",
      "1992-07-20    1125.56  1100.6000  1126.9600  1094.8100  1098.8200\n",
      "1992-07-21    1098.82  1087.6100  1096.4900  1079.7500  1082.3900\n",
      "1992-07-22    1082.39  1059.2200  1081.8100  1034.9100  1035.6600\n",
      "1992-07-23    1035.66  1020.0700  1033.7500   961.6100  1014.5700\n",
      "1992-07-24    1014.57  1165.8900  1178.9000  1014.0800  1142.0200\n",
      "1992-07-27    1142.02  1169.4200  1178.8100  1108.0500  1149.3300\n",
      "1992-07-28    1149.33  1126.8800  1148.6300  1102.0200  1105.9500\n",
      "1992-07-29    1105.95  1078.3100  1108.0600  1047.0300  1087.1200\n",
      "1992-07-30    1087.12  1067.4500  1087.3600  1043.7900  1057.4000\n",
      "1992-07-31     1057.4  1045.6700  1052.0700  1032.5400  1052.0700\n",
      "1992-08-03    1052.07  1034.7000  1060.3600  1026.8300  1031.5500\n",
      "1992-08-04    1031.55  1018.3000  1036.3300  1016.1600  1035.6300\n",
      "1992-08-05    1035.63  1015.7600  1038.3000  1011.6600  1012.5500\n",
      "1992-08-06    1012.55   988.3800  1010.7600   983.2200  1002.1700\n",
      "1992-08-07    1002.17  1003.2200  1006.1100   995.7100  1005.2300\n",
      "1992-08-10    1005.23   992.7300  1006.6400   956.5500   964.0900\n",
      "1992-08-11     964.09   926.8100   961.6100   797.6000   863.4100\n",
      "1992-08-12     863.41   675.0000   843.3000   627.3600   781.2100\n",
      "1992-08-13     781.21   797.1700   890.0600   745.6200   850.9400\n",
      "1992-08-14     850.94   857.1000   900.5100   818.1200   858.3800\n",
      "1992-08-17     858.38   898.6600   940.7600   858.3800   939.4600\n",
      "1992-08-18     939.46   954.8900   999.6900   921.9800   933.4400\n",
      "1992-08-19     933.44   920.6600   951.1600   888.2300   939.5100\n",
      "1992-08-20     939.51   930.7000   946.7300   918.6500   932.3200\n",
      "1992-08-21     932.32   916.9900   938.3700   912.8900   916.2500\n",
      "1992-08-24     916.25   888.9500   920.8500   881.3300   884.1000\n",
      "1992-08-25      884.1   868.1000   887.4900   848.0500   849.5700\n",
      "1992-08-26     849.57   841.4200   877.2500   827.3600   877.2500\n",
      "1992-08-27     877.25   874.7500   880.0200   861.6400   863.7700\n",
      "1992-08-28     863.77   851.6000   866.9800   825.0100   848.2000\n",
      "1992-08-31      848.2   833.5000   848.4000   823.0200   823.2700\n",
      "1992-09-01     823.27   826.9600   832.8400   807.3700   824.9600\n",
      "1992-09-02     824.96   803.8300   826.6800   783.9600   787.6700\n",
      "1992-09-03     787.67   749.2200   781.3300   742.7400   764.1100\n",
      "1992-09-04     764.11   759.5400   776.1800   749.4600   753.5800\n",
      "1992-09-07     753.58   745.6900   788.1500   700.7900   702.8300\n",
      "1992-09-08     702.83   653.3600   702.8300   595.4200   640.1200\n",
      "1992-09-09     640.12   613.4400   643.7700   608.0600   635.7400\n",
      "1992-09-10     635.74   643.2100   695.1800   622.0100   692.7800\n",
      "1992-09-11     692.78   773.2200   789.1800   719.3900   776.2900\n",
      "1992-09-14     776.29   762.8200   793.3600   714.9300   734.9800\n",
      "1992-09-15     734.98   727.1100   751.2200   694.3200   738.1600\n",
      "1992-09-16     738.16   762.2900   776.6800   738.1600   769.0400\n",
      "1992-09-17     769.04   770.6500   779.5600   751.0800   761.7200\n",
      "1992-09-18     761.72   715.8900   761.7200   715.8900   754.4000\n",
      "1992-09-21      754.4   740.9700   760.1300   730.3000   733.4400\n",
      "1992-09-22     733.44   730.7100   736.9000   716.2300   722.7000\n",
      "1992-09-23      722.7   719.4100   725.5900   708.5000   712.3700\n",
      "1992-09-24     712.37   720.5100   735.4900   709.6300   730.5700\n",
      "1992-09-25     730.57   730.2800   735.7500   723.5600   729.7900\n",
      "1992-09-28     729.79   724.4500   729.7900   721.1900   724.7000\n",
      "1992-09-29      724.7   719.9900   728.4200   707.8200   710.6300\n",
      "1992-09-30     710.63   703.6300   710.6300   698.9100   702.3200\n",
      "1992-10-05     702.32   676.4700   702.3200   668.9000   679.6200\n",
      "1992-10-06     679.62   682.9200   692.6200   664.2700   674.2400\n",
      "1992-10-07     674.24   676.5600   676.8400   664.4300   665.2600\n",
      "1992-10-08     665.26   648.9600   671.6700   640.2200   643.6900\n",
      "1992-10-09     643.69   664.4400   668.7300   643.6800   660.2900\n",
      "1992-10-12     660.29   687.4500   713.7700   661.9900   690.5700\n",
      "1992-10-13     690.57   694.1000   701.3000   669.5600   673.9900\n",
      "1992-10-14     673.99   661.0700   673.9400   648.8400   663.7500\n",
      "1992-10-15     663.75   654.3300   667.0000   650.9200   663.5300\n",
      "1992-10-16     663.53   664.0000   668.5700   661.2000   664.7500\n",
      "1992-10-19     664.75   643.8000   667.4600   632.4000   632.4000\n",
      "1992-10-20      632.4   634.4300   663.6500   604.5000   616.2900\n",
      "1992-10-21     616.29   597.1500   616.2900   577.2300   585.7000\n",
      "1992-10-22      585.7   557.0300   584.9100   535.7900   539.8000\n",
      "1992-10-23      539.8   534.4100   577.5200   524.0700   559.7300\n",
      "1992-10-26     559.73   539.5000   561.5000   504.8100   506.9400\n",
      "1992-10-27     506.94   465.7500   506.2800   448.2800   450.2800\n",
      "1992-10-28     450.28   466.7300   470.9800   447.9300   463.2100\n",
      "1992-10-29     463.21   468.7200   484.5100   455.2200   484.2500\n",
      "1992-10-30     484.25   494.6600   507.2500   484.4500   507.2500\n",
      "1992-11-02     507.25   471.1800   508.8100   465.5500   477.6100\n",
      "1992-11-03     477.61   481.3400   487.0700   465.6000   479.8100\n",
      "1992-11-04     479.81   474.8200   481.6000   465.0900   469.9000\n",
      "1992-11-05      469.9   460.9600   470.8900   457.0300   462.6300\n",
      "1992-11-06     462.63   460.5400   468.5900   455.7300   457.0500\n",
      "1992-11-09     457.05   439.8100   459.0400   424.6800   428.6100\n",
      "1992-11-10     428.61   404.4900   428.3400   391.1700   400.5300\n",
      "1992-11-11     400.53   402.7900   410.1600   388.3200   410.1600\n",
      "1992-11-12     410.16   408.4200   416.2200   402.3300   415.7900\n",
      "1992-11-13     415.79   418.4900   421.6700   413.3000   414.0900\n",
      "1992-11-16     414.09   402.0200   415.6400   397.6300   399.3200\n",
      "1992-11-17     399.32   390.0900   399.0800   386.8500   393.5200\n",
      "1992-11-18     393.52   400.0100   407.6100   389.5900   407.6100\n",
      "1992-11-19     407.61   409.6100   412.2300   395.1600   398.9500\n",
      "1992-11-20     398.95   394.9000   401.4400   394.3100   401.4400\n",
      "1992-11-23     401.44   404.0500   410.5700   401.8200   410.3900\n",
      "1992-11-24     410.39   414.8400   448.4400   410.8100   440.0400\n",
      "1992-11-25     440.04   485.1600   571.6300   441.5400   571.6300\n",
      "1992-11-26     571.63   674.7400   752.3200   562.0100   562.0100\n",
      "1992-11-27     562.01   593.6800   682.4000   490.5400   637.6700\n",
      "1992-11-30     637.67   682.0800   727.1300   637.6700   724.6000\n",
      "1992-12-01      724.6   718.9900   749.8900   713.8500   716.7400\n",
      "1992-12-02     716.74   694.8800   722.2000   690.6300   722.2000\n",
      "1992-12-03      722.2   760.6500   826.0600   739.0300   808.2000\n",
      "1992-12-04      808.2   833.2300   841.0200   807.0200   807.0200\n",
      "1992-12-07     807.02   765.8700   803.1200   757.3400   793.2500\n",
      "1992-12-08     793.25   796.6300   811.5700   743.9000   753.9400\n",
      "1992-12-09     753.94   737.9400   752.8900   661.6600   676.4500\n",
      "1992-12-10     676.45   668.4600   693.4100   592.7800   625.2300\n",
      "1992-12-11     625.23   664.6100   735.6200   628.9100   722.2800\n",
      "1992-12-14     722.28   741.0600   748.1900   668.0700   705.0700\n",
      "1992-12-15     705.07   699.8300   713.9000   682.2400   682.2400\n",
      "1992-12-16     682.24   671.4500   690.2500   663.1700   685.8200\n",
      "1992-12-17     685.82   689.1400   707.8200   685.6500   707.8200\n",
      "1992-12-18     707.82   715.7200   721.2600   690.4500   698.1300\n",
      "1992-12-21     698.13   709.8700   731.6800   697.7000   731.6800\n",
      "1992-12-22     731.68   731.5800   731.9000   724.7400   725.7800\n",
      "1992-12-23     725.78   723.8400   736.2700   721.4400   732.0500\n",
      "1992-12-24     732.05   731.5500   758.5900   731.3100   758.5900\n",
      "1992-12-25     758.59   768.6800   781.3600   761.8900   764.2800\n",
      "1992-12-28     764.28   764.4300   772.2900   756.8900   757.3100\n",
      "1992-12-29     757.31   759.5400   769.6100   754.5400   768.9100\n",
      "1992-12-30     768.91   775.0700   777.4300   767.0700   767.5200\n",
      "1992-12-31     767.52   765.8600   784.0300   765.4100   780.3900\n",
      "1993-01-04     780.39   784.1300   816.6400   777.1600   814.0400\n",
      "1993-01-05     814.04   851.0200   859.1900   817.2100   858.7200\n",
      "1993-01-06     858.72   881.0000   883.4200   843.1600   847.4400\n",
      "1993-01-07     847.44   855.8000   868.9700   849.5300   868.9700\n",
      "1993-01-08     868.97   882.5700   893.8600   878.3300   889.4700\n",
      "1993-01-11     889.47   913.4400   977.4200   901.4700   977.4200\n",
      "1993-01-12     977.42  1001.9300  1028.4300   982.1500   987.2600\n",
      "1993-01-13     987.26   996.4100  1024.0500   973.3000  1024.0500\n",
      "1993-01-14    1024.05  1053.9100  1088.6000  1036.0300  1086.4300\n",
      "1993-01-15    1086.43  1083.6000  1099.8300  1054.4600  1063.7600\n",
      "1993-01-18    1063.76  1067.9800  1078.0300  1052.8000  1055.3200\n",
      "1993-01-19    1055.32  1053.5200  1064.0800   991.8300   991.8300\n",
      "1993-01-20     991.83   990.0900  1050.1100   984.7400  1043.3100\n",
      "1993-01-21    1043.31  1051.6000  1077.8200  1046.1800  1074.2600\n",
      "1993-01-22    1074.26  1074.3600  1109.5900  1073.6400  1100.3100\n",
      "1993-01-27    1100.31  1126.3700  1162.4400  1113.5700  1162.4400\n",
      "1993-01-28    1162.44  1182.3900  1186.2100  1146.9000  1150.3700\n",
      "1993-01-29    1150.37  1156.8400  1198.4800  1140.2400  1198.4800\n",
      "1993-02-01    1198.48  1242.3500  1278.5000  1222.1800  1278.5000\n",
      "1993-02-02     1278.5  1292.4000  1325.2400  1291.9900  1310.5800\n",
      "1993-02-03    1310.58  1321.6300  1326.1900  1265.7000  1300.5600\n",
      "1993-02-04    1300.56  1323.1300  1371.5800  1297.4600  1371.5800\n",
      "1993-02-05    1371.58  1371.3400  1404.6400  1325.8500  1332.9600\n",
      "1993-02-08    1332.96  1339.5900  1393.3400  1334.1900  1393.1700\n",
      "1993-02-09    1393.17  1427.3300  1483.5200  1426.4800  1474.9200\n",
      "1993-02-10    1474.92  1500.5200  1528.5100  1448.0700  1454.4600\n",
      "1993-02-11    1454.46  1495.9200  1497.0100  1364.6700  1397.3800\n",
      "1993-02-12    1397.38  1378.2000  1458.7600  1352.2700  1458.7600\n",
      "1993-02-15    1458.76  1526.1000  1536.8200  1499.1000  1536.8200\n",
      "1993-02-16    1536.82  1555.1500  1558.9500  1504.3600  1513.4800\n",
      "1993-02-17    1513.48  1515.2500  1533.5800  1502.8800  1504.0000\n",
      "1993-02-18       1504  1503.7200  1538.6100  1497.7900  1508.2200\n",
      "1993-02-19    1508.22  1471.5600  1514.4600  1441.0700  1499.7400\n",
      "1993-02-22    1499.74  1487.8400  1527.1300  1453.3100  1456.2900\n",
      "1993-02-23    1456.29  1420.6300  1466.0700  1346.1500  1367.3600\n",
      "1993-02-24    1367.36  1310.0400  1346.4800  1196.4700  1264.9600\n",
      "1993-02-25    1264.96  1271.2000  1421.3500  1261.7600  1410.3600\n",
      "1993-02-26    1410.36  1436.9900  1444.0500  1320.8900  1339.8800\n",
      "1993-03-01    1339.88  1328.2200  1339.1000  1199.7300  1199.7300\n",
      "1993-03-02    1199.73  1207.5700  1285.1700  1186.3400  1245.1100\n",
      "1993-03-03    1245.11  1263.7400  1267.5400  1220.0300  1231.7700\n",
      "1993-03-04    1231.77  1231.9200  1244.6500  1131.2900  1159.1300\n",
      "1993-03-05    1159.13  1116.4100  1180.5800  1026.1800  1109.5400\n",
      "1993-03-08    1109.54  1133.5200  1325.4900  1133.4600  1209.6500\n",
      "1993-03-09    1209.65  1160.1300  1209.6600  1129.8100  1137.7900\n",
      "1993-03-10    1137.79  1099.5200  1190.3300  1089.3600  1188.9700\n",
      "1993-03-11    1188.97  1219.4700  1261.8000  1196.2500  1261.8000\n",
      "1993-03-12     1261.8  1280.3700  1286.0700  1231.3900  1236.3700\n",
      "1993-03-15    1236.37  1226.6600  1241.0400  1171.7300  1171.7300\n",
      "1993-03-16    1171.73  1167.9100  1222.5500  1155.1000  1222.5500\n",
      "1993-03-17    1222.55  1238.8000  1239.3300  1193.5900  1202.8500\n",
      "1993-03-18    1202.85  1203.2000  1206.5900  1171.4300  1184.4800\n",
      "1993-03-19    1184.48  1188.3700  1207.5600  1171.7300  1174.9900\n",
      "1993-03-22    1174.99  1148.2900  1179.0500  1036.9200  1036.9200\n",
      "1993-03-23    1036.92  1035.6000  1035.6300   958.4200   971.2500\n",
      "1993-03-24     971.25   965.5800   996.5800   956.9700   956.9700\n",
      "1993-03-25     956.97   963.5300   965.9600   913.7400   945.4200\n",
      "1993-03-26     945.42   969.2400  1039.7600   945.9300  1039.7600\n",
      "1993-03-29    1039.76  1008.4000  1047.8800   961.4900   970.4500\n",
      "1993-03-30     970.45   973.0800   992.1100   958.0500   958.0500\n",
      "1993-03-31     958.05   953.2900   957.9400   918.4000   925.9100\n",
      "1993-04-01     925.91   921.5900   949.7700   915.5900   947.2300\n",
      "1993-04-02     947.23   953.5100   968.0500   940.5500   944.0100\n",
      "1993-04-05     944.01   945.5800   947.9000   924.4900   947.8700\n",
      "1993-04-06     947.87   949.8100  1064.8700   949.0500  1059.6200\n",
      "1993-04-07    1059.62  1108.6400  1158.7400  1076.4500  1099.6200\n",
      "1993-04-08    1099.62  1099.6200  1237.0700  1099.6200  1235.8700\n",
      "1993-04-09    1235.87  1322.0700  1340.9100  1236.4600  1243.0200\n",
      "1993-04-12    1243.02  1254.6200  1276.4100  1195.5700  1203.5400\n",
      "1993-04-13    1203.54  1204.7500  1297.8400  1201.0700  1297.3600\n",
      "1993-04-14    1297.36  1304.3300  1341.1900  1247.8300  1272.3900\n",
      "1993-04-15    1272.39  1265.3000  1298.3400  1255.9400  1278.8400\n",
      "1993-04-16    1278.84  1282.7900  1287.0800  1211.8300  1214.7500\n",
      "1993-04-19    1214.75  1203.8500  1241.8600  1185.7600  1223.2200\n",
      "1993-04-20    1223.22  1257.1000  1257.1000  1233.7200  1235.5200\n",
      "1993-04-21    1235.52  1234.7100  1243.4700  1220.0900  1222.5600\n",
      "1993-04-22    1222.56  1227.1000  1267.3500  1220.2700  1267.3500\n",
      "1993-04-23    1267.35  1288.5100  1295.7600  1255.8700  1260.2500\n",
      "1993-04-26    1260.25  1298.9200  1345.7300  1282.5400  1345.6100\n",
      "1993-04-27    1345.61  1379.4300  1391.4200  1360.8300  1363.4400\n",
      "1993-04-28    1363.44  1371.1000  1382.8300  1357.9100  1372.5000\n",
      "1993-04-29     1372.5  1377.0400  1392.6200  1348.3800  1349.6800\n",
      "1993-04-30    1349.68  1341.5400  1363.1100  1336.5900  1358.7800\n",
      "1993-05-03    1358.78  1365.1500  1380.5000  1349.9800  1352.2400\n",
      "1993-05-04    1352.24  1352.0800  1365.9200  1234.5500  1241.1600\n",
      "1993-05-05    1241.16  1232.6500  1273.1300  1204.0600  1246.8200\n",
      "1993-05-06    1246.82  1250.3900  1250.3900  1151.4900  1162.9200\n",
      "1993-05-07    1162.92  1194.2600  1210.7800  1159.1600  1199.8100\n",
      "1993-05-10    1199.81  1216.7200  1221.9800  1110.9400  1128.2900\n",
      "1993-05-11    1128.29  1124.8500  1138.4900  1107.6600  1136.7400\n",
      "1993-05-12    1136.74  1138.5200  1160.5100  1133.9300  1140.1900\n",
      "1993-05-13    1140.19  1140.2100  1177.2800  1140.2100  1177.2800\n",
      "1993-05-14    1177.28  1180.4600  1201.4400  1161.1900  1167.4700\n",
      "1993-05-17    1167.47  1162.0700  1162.0700  1097.6100  1140.0400\n",
      "1993-05-18    1140.04  1140.0400  1148.3400  1128.7500  1130.2600\n",
      "1993-05-19    1130.26  1129.1000  1147.2200  1127.4300  1147.2200\n",
      "1993-05-20    1147.22  1148.5600  1175.2000  1148.5600  1165.4000\n",
      "1993-05-21     1165.4  1177.3000  1178.5400  1133.2000  1143.9700\n",
      "1993-05-24    1143.97  1136.2900  1143.9700  1024.6900  1026.1300\n",
      "1993-05-25    1026.13  1020.3200  1020.3200   965.2900   997.9500\n",
      "1993-05-26     997.95  1003.8900  1008.5500   992.9400   995.4500\n",
      "1993-05-27     995.45  1001.1900  1001.6300   942.2100   963.6100\n",
      "1993-05-28     963.61   962.2100   980.9600   959.2500   972.7700\n",
      "1993-05-31     972.77   975.0500   980.0300   930.6400   935.4800\n",
      "1993-06-01     935.48   935.9000   935.9000   859.4800   928.5800\n",
      "1993-06-02     928.58   958.6100  1081.2000   904.3200  1081.2000\n",
      "1993-06-03     1081.2  1102.0800  1177.9100   961.3200  1018.2900\n",
      "1993-06-04    1018.29  1024.7400  1031.0300   981.8900  1004.3000\n",
      "1993-06-07     1004.3  1006.2600  1068.8400   982.0300  1064.9800\n",
      "1993-06-08    1064.98  1094.1100  1101.6900  1054.3100  1074.5800\n",
      "1993-06-09    1074.58  1071.3300  1081.1800  1053.3200  1065.1900\n",
      "1993-06-10    1065.19  1069.3600  1070.0600  1040.3800  1044.4400\n",
      "1993-06-11    1044.44  1043.9400  1052.5600  1024.2000  1047.0000\n",
      "1993-06-14       1047  1046.0700  1046.0700   990.1600  1000.4300\n",
      "1993-06-15    1000.43   998.7000  1002.9600   981.8400  1001.6100\n",
      "1993-06-16    1001.61  1004.4000  1013.8100   997.3300  1004.2400\n",
      "1993-06-17    1004.24   998.2100  1016.2300   998.0000   998.0000\n",
      "1993-06-18        998   994.2000  1007.2500   989.2100  1005.9800\n",
      "1993-06-21    1005.98  1003.9800  1003.9800   967.7400   977.6100\n",
      "1993-06-22     977.61   972.1000   987.0700   971.6300   981.1300\n",
      "1993-06-23     981.13   981.4000   991.2100   980.5300   986.0200\n",
      "1993-06-24     986.02   985.6200   993.8000   974.1700   980.1700\n",
      "1993-06-25     980.17   979.9300  1041.2200   979.9300  1006.6400\n",
      "1993-06-28    1006.64  1006.6300  1010.5200   983.9700  1002.4200\n",
      "1993-06-29    1002.42  1008.2300  1037.4900  1002.6100  1028.4400\n",
      "1993-06-30    1028.44  1037.8900  1043.0500  1003.8600  1007.0500\n",
      "1993-07-01    1007.05  1000.8000  1009.8900   980.0500   997.5300\n",
      "1993-07-02     997.53   995.7000  1002.8700   986.9800   986.9800\n",
      "1993-07-05     986.98   976.6700   980.9200   946.8700   952.3100\n",
      "1993-07-06     952.31   938.4200   938.4200   895.6900   897.6400\n",
      "1993-07-07     897.64   897.2200   909.9300   869.6500   903.7900\n",
      "1993-07-08     903.79   904.4600   909.1100   895.6200   896.1600\n",
      "1993-07-09     896.16   896.1600   896.2400   865.3100   868.5700\n",
      "1993-07-12     868.57   855.5000   855.5000   828.5500   845.5200\n",
      "1993-07-13     845.52   853.6600   870.0500   853.6600   870.0500\n",
      "1993-07-14     870.05   870.0500   870.0500   833.0800   836.3900\n",
      "1993-07-15     836.39   833.8900   847.3000   830.6100   838.7000\n",
      "1993-07-16      838.7   841.6200   849.6600   839.2800   846.8700\n",
      "1993-07-19     846.87   846.8700   849.0400   836.7100   836.9800\n",
      "1993-07-20     836.98   835.7900   838.3400   803.2200   808.2100\n",
      "1993-07-21     808.21   809.5300   820.0700   808.2000   811.7400\n",
      "1993-07-22     811.74   812.1000   815.5300   804.1000   815.5300\n",
      "1993-07-23     815.53   816.0800   818.5500   811.4700   813.5400\n",
      "1993-07-26     813.54   810.0700   810.0700   787.8000   787.8100\n",
      "1993-07-27     787.81   788.1900   798.8500   777.7300   791.6200\n",
      "1993-07-28     791.62   792.8800   818.0600   791.2300   798.3300\n",
      "1993-07-29     798.33   801.1600   810.6300   801.1600   806.6700\n",
      "1993-07-30     806.67   810.0900   901.1200   810.0900   881.0700\n",
      "1993-08-02     881.07   885.3100   913.1500   842.3500   843.2700\n",
      "1993-08-03     843.27   842.2900   853.3500   830.6700   832.7200\n",
      "1993-08-04     832.72   833.4000   855.8600   823.0000   850.5400\n",
      "1993-08-05     850.54   853.7100   863.9400   842.7200   849.3000\n",
      "1993-08-06      849.3   841.3900   860.7300   841.3900   855.5200\n",
      "1993-08-09     855.52   866.6500   887.4500   861.3400   885.2700\n",
      "1993-08-10     885.27   897.4600   911.7700   861.1900   862.0800\n",
      "1993-08-11     862.08   862.4000   883.0200   861.7800   883.0200\n",
      "1993-08-12     883.02   896.7400   917.9600   893.5100   917.0400\n",
      "1993-08-13     917.04   929.4200   947.2600   922.5200   947.2600\n",
      "1993-08-16     947.26   969.9000  1023.8700   967.3500  1023.8700\n",
      "1993-08-17    1023.87  1042.4200  1042.4700   973.4800   974.1100\n",
      "1993-08-18     974.11   974.1100   988.1400   947.9300   947.9300\n",
      "1993-08-19     947.93   944.5800   980.4300   944.4700   968.5100\n",
      "1993-08-20     968.51   973.0000   977.3900   937.9900   946.5400\n",
      "1993-08-23     946.54   933.7200   937.3000   888.6800   893.2300\n",
      "1993-08-24     893.23   878.0900   902.3000   873.1300   894.4400\n",
      "1993-08-25     894.44   904.7400   921.2100   904.7400   911.4000\n",
      "1993-08-26      911.4   913.2700   914.1500   896.0000   903.9100\n",
      "1993-08-27     903.91   903.4700   903.7700   886.3000   894.5900\n",
      "1993-08-30     894.59   901.0900   911.1800   884.5100   899.2700\n",
      "1993-08-31     899.27   895.7600   909.7200   893.9900   895.6800\n",
      "1993-09-01     895.68   898.0100   900.1800   886.5700   893.9700\n",
      "1993-09-02     893.97   894.2700   901.3900   893.0000   901.3900\n",
      "1993-09-03     901.39   907.8900   926.1100   905.7100   922.6900\n",
      "1993-09-06     922.69   940.4600   947.5300   933.7400   947.5300\n",
      "1993-09-07     947.53   947.1200   947.1200   908.2900   909.0400\n",
      "1993-09-08     909.04   907.9800   918.2600   896.5600   909.1300\n",
      "1993-09-09     909.13   911.9500   914.7900   900.8200   901.6600\n",
      "1993-09-10     901.66   887.8300   908.9100   887.6500   903.5600\n",
      "1993-09-13     903.56   895.6200   895.6200   873.5500   879.2400\n",
      "1993-09-14     879.24   875.1400   879.9300   865.6100   876.6200\n",
      "1993-09-15     876.62   876.3800   903.2400   876.2500   880.7800\n",
      "1993-09-16     880.78   885.0200   885.7900   874.3500   875.0800\n",
      "1993-09-17     875.08   874.5100   883.1700   868.7400   881.4100\n",
      "1993-09-20     881.41   875.9700   878.2300   865.7400   875.0000\n",
      "1993-09-21        875   875.1300   896.6800   875.1300   890.2300\n",
      "1993-09-22     890.23   891.0500   892.3200   881.0400   881.2400\n",
      "1993-09-23     881.24   882.6800   888.8200   881.6800   884.0200\n",
      "1993-09-24     884.02   873.1600   915.0600   864.3800   875.8100\n",
      "1993-09-27     875.81   876.6100   884.3000   876.3900   880.9800\n",
      "1993-09-28     880.98   886.1100   898.1500   883.9200   898.1500\n",
      "1993-09-29     898.15   904.7600   909.8400   885.4600   886.1200\n",
      "1993-09-30     886.12   887.1300   896.5800   883.5500   890.2700\n",
      "1993-10-04     890.27   895.6900   901.3700   891.3300   892.5500\n",
      "1993-10-05     892.55   894.3700   896.0000   885.0400   885.8600\n",
      "1993-10-06     885.86   886.3300   891.1300   879.4200   885.0400\n",
      "1993-10-07     885.04   887.0000   934.4000   880.9900   887.6200\n",
      "1993-10-08     887.62   897.7200   898.9000   874.2800   874.7600\n",
      "1993-10-11     874.76   872.9500   879.6800   866.9300   868.3800\n",
      "1993-10-12     868.38   868.4800   875.6200   866.8500   871.4200\n",
      "1993-10-13     871.42   874.3600   879.2900   854.7900   859.7000\n",
      "1993-10-14      859.7   858.3300   859.4800   848.5300   855.0400\n",
      "1993-10-15     855.04   855.6700   862.5400   854.9700   856.9200\n",
      "1993-10-18     856.92   852.8200   852.8200   835.2500   835.2500\n",
      "1993-10-19     835.25   839.2000   846.3900   836.7700   839.6000\n",
      "1993-10-20      839.6   843.5800   846.7800   837.9700   843.8500\n",
      "1993-10-21     843.85   846.2500   846.4300   831.8700   832.2500\n",
      "1993-10-22     832.25   827.7500   844.5000   818.8100   818.8100\n",
      "1993-10-25     818.81   792.7800   797.4800   774.5400   784.9700\n",
      "1993-10-26     784.97   789.2500   792.4300   781.1300   783.2300\n",
      "1993-10-27     783.23   787.7900   789.4100   776.4100   778.3800\n",
      "1993-10-28     778.38   779.6400   829.1000   778.2700   824.6600\n",
      "1993-10-29     824.66   834.5100   834.7900   809.8000   814.8200\n",
      "1993-11-01     814.82   801.8600   823.2500   801.8600   816.7100\n",
      "1993-11-02     816.71   821.8500   824.4900   810.8100   812.6700\n",
      "1993-11-03     812.67   812.6300   814.7400   804.7300   805.7100\n",
      "1993-11-04     805.71   804.6600   806.6600   793.3200   804.2600\n",
      "1993-11-05     804.26   804.2600   816.4000   803.0300   814.3900\n",
      "1993-11-08     814.39   833.2600   836.9900   819.0900   836.9900\n",
      "1993-11-09     836.99   840.8900   846.1500   834.7500   846.1500\n",
      "1993-11-10     846.15   848.4500   856.7700   828.6600   833.1700\n",
      "1993-11-11     833.17   836.5500   851.4400   836.5500   848.2700\n",
      "1993-11-12     848.27   858.2000   868.9100   858.2000   865.9700\n",
      "1993-11-15     865.97   875.8000   893.4200   875.8000   890.4600\n",
      "1993-11-16     890.46   890.9200   891.4300   876.6100   880.3300\n",
      "1993-11-17     880.33   881.9300   894.9600   881.9300   887.6500\n",
      "1993-11-18     887.65   895.6900   903.2800   892.4100   903.0700\n",
      "1993-11-19     903.07   907.4100   924.6700   904.6000   924.6700\n",
      "1993-11-22     924.67   924.6700   954.3500   898.4900   949.7700\n",
      "1993-11-23     949.77   955.8200   971.4600   949.8200   957.9500\n",
      "1993-11-24     957.95   955.2400   963.6200   945.4300   953.2300\n",
      "1993-11-25     953.23   959.9000   992.8900   959.9000   986.6900\n",
      "1993-11-26     986.69   986.6900  1011.7600   963.4600   965.3900\n",
      "1993-11-29     965.39   968.4400   974.8500   956.3400   972.9600\n",
      "1993-11-30     972.96   984.5400   990.4000   979.0800   984.9300\n",
      "1993-12-01     984.93   993.6700   993.7400   971.4900   974.8000\n",
      "1993-12-02      974.8   974.3500   980.9400   964.4300   972.8000\n",
      "1993-12-03      972.8   975.6500   982.1000   970.1000   980.6700\n",
      "1993-12-06     980.67   986.1200  1004.0100   979.7200   995.7200\n",
      "1993-12-07     995.72  1006.7000  1022.3400  1006.7000  1022.3400\n",
      "1993-12-08    1022.34  1044.8500  1044.8500  1004.0200  1009.6700\n",
      "1993-12-09    1009.67  1016.7800  1016.7800   969.9500   984.9000\n",
      "1993-12-10      984.9   986.0200   994.4800   957.6500   978.5700\n",
      "1993-12-13     978.57   982.3800   982.3800   947.8300   950.7700\n",
      "1993-12-14     950.77   942.0100   953.6700   914.9500   925.2000\n",
      "1993-12-15      925.2   926.0500   940.6100   903.8200   940.6100\n",
      "1993-12-16     940.61   941.4300   948.3600   908.0800   908.0800\n",
      "1993-12-17     908.08   884.4700   913.3300   884.4700   901.7000\n",
      "1993-12-20      901.7   823.7700   836.0400   750.4600   783.7900\n",
      "1993-12-21     783.79   786.8200   840.3400   778.9300   840.3400\n",
      "1993-12-22     840.34   837.5400   852.6300   819.6800   821.1900\n",
      "1993-12-23     821.19   820.5400   839.4100   820.5400   833.7700\n",
      "1993-12-24     833.77   841.6600   845.0700   828.8100   834.3900\n",
      "1993-12-27     834.39   841.4900   843.9700   837.8300   839.9000\n",
      "1993-12-28      839.9   851.3800   854.6500   836.1700   839.5700\n",
      "1993-12-29     839.57   839.5600   839.5600   820.0600   821.1600\n",
      "1993-12-30     821.16   819.1400   835.2100   816.3600   826.2300\n",
      "1993-12-31     826.23   829.1600   834.8600   825.4600   833.8000\n",
      "1994-01-03      833.8   837.7000   840.6500   831.6600   833.9000\n",
      "1994-01-04      833.9   835.9700   836.9700   829.8900   832.6900\n",
      "1994-01-05     832.69   829.3000   847.0500   823.1000   846.9800\n",
      "1994-01-06     846.98   850.7800   869.3300   850.7800   869.3300\n",
      "1994-01-07     869.33   875.1800   883.9900   873.0100   879.6400\n",
      "1994-01-10     879.64   891.9900   900.3000   889.7300   900.3000\n",
      "1994-01-11      900.3   903.5400   907.0900   884.0000   891.7900\n",
      "1994-01-12     891.79   891.8300   900.2300   885.8800   888.0400\n",
      "1994-01-13     888.04   889.0200   899.1400   888.8000   897.4600\n",
      "1994-01-14     897.46   900.1300   900.9900   842.6200   849.2300\n",
      "1994-01-17     849.23   861.3400   868.8800   856.5000   859.2800\n",
      "1994-01-18     859.28   859.3000   859.3000   826.0100   835.0600\n",
      "1994-01-19     835.06   835.0800   835.0800   794.1700   807.5000\n",
      "1994-01-20      807.5   791.0000   804.2500   777.8300   802.6100\n",
      "1994-01-21     802.61   800.5500   815.7500   794.9700   812.8800\n",
      "1994-01-24     812.88   830.1600   839.2000   824.4200   839.2000\n",
      "1994-01-25      839.2   838.0600   842.0400   815.2300   815.8900\n",
      "1994-01-26     815.89   828.3400   828.4000   810.3200   812.4100\n",
      "1994-01-27     812.41   813.5400   819.7900   813.5400   818.6000\n",
      "1994-01-28      818.6   818.3200   818.3400   795.0700   799.2600\n",
      "1994-01-31     799.26   781.5400   781.7400   760.7800   770.2500\n",
      "1994-02-01     770.25   770.2500   770.2800   750.6100   755.1500\n",
      "1994-02-02     755.15   753.1000   772.2000   753.1000   772.2000\n",
      "1994-02-03      772.2   775.2000   792.5200   775.2000   780.1700\n",
      "1994-02-04     780.17   784.0600   797.8800   782.3400   797.8600\n",
      "1994-02-14     797.86   813.9500   818.5700   779.0900   779.9100\n",
      "1994-02-15     779.91   775.8500   777.4200   761.6400   772.7600\n",
      "1994-02-16     772.76   775.1400   779.2500   773.1300   776.1000\n",
      "1994-02-17      776.1   773.6700   774.4800   763.8100   768.5700\n",
      "1994-02-18     768.57   768.1300   771.8000   765.8900   769.1800\n",
      "1994-02-21     769.18   769.9400   769.9400   752.6200   754.4100\n",
      "1994-02-22     754.41   751.6800   772.8200   749.7400   768.1700\n",
      "1994-02-23     768.17   768.5200   769.9600   757.2400   759.7100\n",
      "1994-02-24     759.71   761.4100   761.4100   749.6300   758.8400\n",
      "1994-02-25     758.84   767.5700   787.6700   765.4500   787.4200\n",
      "1994-02-28     787.42   785.8200   795.2000   770.9800   770.9800\n",
      "1994-03-01     770.98   771.5200   775.6800   756.6300   757.2900\n",
      "1994-03-02     757.29   755.5300   760.4400   740.6300   742.0600\n",
      "1994-03-03     742.06   739.3900   745.7100   727.9900   734.4500\n",
      "1994-03-04     734.45   729.1400   735.9700   724.3300   726.3000\n",
      "1994-03-07      726.3   718.3500   718.7900   714.0500   718.4000\n",
      "1994-03-08      718.4   721.6500   728.7600   705.6500   711.2700\n",
      "1994-03-09     711.27   715.8700   722.0400   710.0000   716.1100\n",
      "1994-03-10     716.11   717.7200   741.4400   694.0300   698.8900\n",
      "1994-03-11     698.89   700.3200   717.9500   694.3200   717.3800\n",
      "1994-03-14     717.38   774.7700   788.4200   751.2000   788.4200\n",
      "1994-03-15     788.42   800.7600   800.9400   766.6000   772.7600\n",
      "1994-03-16     772.76   767.6600   793.8700   766.6500   793.8700\n",
      "1994-03-17     793.87   805.4100   807.5200   772.0900   776.0400\n",
      "1994-03-18     776.04   777.0500   781.1800   753.0600   765.2200\n",
      "1994-03-21     765.22   755.8600   757.5500   731.0500   731.6200\n",
      "1994-03-22     731.62   726.1600   739.3200   724.3800   739.3100\n",
      "1994-03-23     739.31   739.3800   740.3800   723.8900   725.2100\n",
      "1994-03-24     725.21   725.2000   735.4900   719.8200   724.3000\n",
      "1994-03-25      724.3   732.6100   737.1600   714.5900   719.0500\n",
      "1994-03-28     719.05   702.4200   709.1900   696.5200   702.2300\n",
      "1994-03-29     702.23   706.3700   711.4800   700.5200   706.9100\n",
      "1994-03-30     706.91   710.3500   714.1000   703.9900   706.3400\n",
      "1994-03-31     706.34   709.9100   713.6000   701.4600   704.4600\n",
      "1994-04-01     704.46   704.9300   705.4100   691.8600   698.8400\n",
      "1994-04-04     698.84   698.1900   700.2100   692.5100   694.3800\n",
      "1994-04-05     694.38   695.2000   698.5900   681.0200   682.7500\n",
      "1994-04-06     682.75   682.2300   683.4800   675.5700   679.7400\n",
      "1994-04-07     679.74   678.1100   684.5500   674.7200   677.3100\n",
      "1994-04-08     677.31   678.1300   680.5700   675.2500   678.8500\n",
      "1994-04-11     678.85   668.8500   670.2700   657.1000   659.0500\n",
      "1994-04-12     659.05   655.3400   665.8100   652.5600   665.6100\n",
      "1994-04-13     665.61   673.6000   674.5000   654.9400   656.7900\n",
      "1994-04-14     656.79   651.8200   654.5700   634.5800   636.0800\n",
      "1994-04-15     636.08   630.5700   630.8300   592.3100   626.7900\n",
      "1994-04-18     626.79   619.5100   619.5300   597.7300   604.1500\n",
      "1994-04-19     604.15   597.7800   600.6600   571.4400   572.7300\n",
      "1994-04-20     572.73   560.7900   563.2400   536.8700   540.2400\n",
      "1994-04-21     540.24   536.3400   588.0000   536.3400   582.4300\n",
      "1994-04-22     582.43   586.8300   599.0100   563.7900   566.0700\n",
      "1994-04-25     566.07   566.6300   572.3900   555.7600   560.8000\n",
      "1994-04-26      560.8   565.4700   579.9100   565.4700   579.7200\n",
      "1994-04-27     579.72   590.9900   598.5800   583.2900   598.5000\n",
      "1994-04-28      598.5   605.9800   616.0900   593.8100   599.6300\n",
      "1994-04-29     599.63   598.3500   610.9500   585.7700   592.5600\n",
      "1994-05-03     592.56   593.9400   605.7700   588.9500   605.7700\n",
      "1994-05-04     605.77   615.8100   620.9400   610.3800   619.5800\n",
      "1994-05-05     619.58   608.3600   609.8500   585.2300   590.8700\n",
      "1994-05-06     590.87   589.2300   592.7500   575.2500   585.8000\n",
      "1994-05-09      585.8   587.9400   588.3800   576.9400   581.7000\n",
      "1994-05-10      581.7   584.7700   595.4200   584.5400   595.3800\n",
      "1994-05-11     595.38   603.2700   606.7300   589.6400   591.1800\n",
      "1994-05-12     591.18   586.1500   593.7000   580.3900   582.1600\n",
      "1994-05-13     582.16   582.5100   590.4000   575.2800   590.3900\n",
      "1994-05-16     590.39   597.1200   597.1200   588.4800   592.5700\n",
      "1994-05-17     592.57   592.2900   594.9800   589.5300   592.0200\n",
      "1994-05-18     592.02   590.3200   591.6100   581.7300   583.3200\n",
      "1994-05-19     583.32   578.8000   590.6300   576.8500   590.5400\n",
      "1994-05-20     590.54   592.3800   597.7200   588.3700   594.2200\n",
      "1994-05-23     594.22   594.5200   597.1500   586.3900   587.6500\n",
      "1994-05-24     587.65   586.5000   590.5200   586.5000   590.4600\n",
      "1994-05-25     590.46   591.2300   592.8500   585.1500   586.7600\n",
      "1994-05-26     586.76   586.0900   587.1600   575.9300   577.4600\n",
      "1994-05-27     577.46   572.9700   574.7800   566.3700   573.3600\n",
      "1994-05-30     573.36   565.6300   565.8700   543.1900   544.2600\n",
      "1994-05-31     544.26   538.4500   556.2800   537.7800   556.2600\n",
      "1994-06-01     556.26   554.0800   556.9000   543.8800   545.0500\n",
      "1994-06-02     545.05   543.3000   548.1200   543.1000   546.5800\n",
      "1994-06-03     546.58   547.2100   555.3900   547.1500   548.7500\n",
      "1994-06-06     548.75   549.0300   549.6600   540.9900   542.9700\n",
      "1994-06-07     542.97   541.1600   541.2500   527.9300   529.7600\n",
      "1994-06-08     529.76   526.4000   535.5200   522.8500   533.5600\n",
      "1994-06-09     533.56   534.2400   536.8900   521.0200   523.0000\n",
      "1994-06-10        523   519.8400   521.8400   512.0300   514.5400\n",
      "1994-06-13     514.54   505.5400   505.6800   491.6100   492.0300\n",
      "1994-06-14     492.03   492.4500   497.8000   487.2600   490.7500\n",
      "1994-06-15     490.75   492.8400   498.7100   491.1800   496.1100\n",
      "1994-06-16     496.11   498.1100   506.4000   494.9400   506.3600\n",
      "1994-06-17     506.36   509.0900   528.4500   504.1300   527.8500\n",
      "1994-06-20     527.85   523.3700   531.1100   500.4600   502.4300\n",
      "1994-06-21     502.43   498.5600   501.2400   494.8100   498.0700\n",
      "1994-06-22     498.07   499.1400   509.1900   499.1400   505.1800\n",
      "1994-06-23     505.18   507.0300   507.9200   498.5700   500.3900\n",
      "1994-06-24     500.39   499.9100   500.5000   490.6800   492.3300\n",
      "1994-06-27     492.33   483.4500   483.9000   471.0300   472.1000\n",
      "1994-06-28      472.1   470.5400   472.9500   468.7700   469.9500\n",
      "1994-06-29     469.95   472.4800   475.3800   466.9700   468.2000\n",
      "1994-06-30      468.2   466.3500   471.1800   458.7400   469.2900\n",
      "1994-07-01     469.29   469.2700   469.4300   457.5100   458.3700\n",
      "1994-07-04     458.37   446.2300   446.8600   438.1200   438.5800\n",
      "1994-07-05     438.58   437.6400   443.8600   436.2200   443.6100\n",
      "1994-07-06     443.61   444.5900   445.0500   430.7700   431.7100\n",
      "1994-07-07     431.71   428.3000   430.5800   423.0300   425.9800\n",
      "1994-07-08     425.98   426.2500   438.0600   425.9000   437.7500\n",
      "1994-07-11     437.75   436.5400   436.5400   427.0800   428.1500\n",
      "1994-07-12     428.15   427.6200   431.1500   427.2300   429.2100\n",
      "1994-07-13     429.21   430.5500   437.6600   430.4000   437.6200\n",
      "1994-07-14     437.62   437.5300   440.5900   430.5700   431.8000\n",
      "1994-07-15      431.8   431.0100   431.0500   413.0000   413.9300\n",
      "1994-07-18     413.93   405.6100   406.6400   397.4700   398.9600\n",
      "1994-07-19     398.96   398.9000   403.4900   393.0600   400.4800\n",
      "1994-07-20     400.48   401.9800   402.5900   393.1400   393.8700\n",
      "1994-07-21     393.87   390.9400   390.9900   380.7200   380.9000\n",
      "1994-07-22      380.9   378.1900   378.2300   362.2900   363.7300\n",
      "1994-07-25     363.73   357.4000   375.3900   354.5000   375.3900\n",
      "1994-07-26     375.39   376.7600   388.8000   372.1100   388.7500\n",
      "1994-07-27     388.75   387.8100   392.1700   369.0400   371.1000\n",
      "1994-07-28      371.1   366.5500   367.7200   339.0400   339.8100\n",
      "1994-07-29     339.81   335.4500   338.9600   325.8900   333.9200\n",
      "1994-08-01     333.92   394.8700   448.9100   377.9700   445.6400\n",
      "1994-08-02     445.64   451.1800   494.8100   431.5800   432.6100\n",
      "1994-08-03     432.61   438.5200   523.0300   434.1100   522.9800\n",
      "1994-08-04     522.98   558.6900   592.9800   522.9800   562.7700\n",
      "1994-08-05     562.77   579.4700   683.0400   579.4700   683.0400\n",
      "1994-08-08     683.04   720.4800   754.6700   671.6700   711.8000\n",
      "1994-08-09      711.8   714.5400   714.5500   609.2300   621.5800\n",
      "1994-08-10     621.58   619.3400   739.6600   597.2600   739.6600\n",
      "1994-08-11     739.66   765.3200   768.0800   684.5300   689.3100\n",
      "1994-08-12     689.31   676.0700   731.0200   675.2800   689.6600\n",
      "1994-08-15     689.66   671.1000   691.2200   654.2200   665.8800\n",
      "1994-08-16     665.88   670.0000   713.9000   668.0000   693.0100\n",
      "1994-08-17     693.01   703.8800   725.0400   693.0200   725.0400\n",
      "1994-08-18     725.04   734.8400   772.3200   726.0900   748.5600\n",
      "1994-08-19     748.56   750.6700   760.2700   707.0200   713.8500\n",
      "1994-08-22     713.85   680.0700   697.5500   668.7200   681.8000\n",
      "1994-08-23      681.8   694.7100   714.6200   673.6700   714.6100\n",
      "1994-08-24     714.61   718.6100   727.4100   704.6700   705.7100\n",
      "1994-08-25     705.71   704.4700   724.1500   704.4700   722.2300\n",
      "1994-08-26     722.23   728.2600   728.7600   707.4100   707.4100\n",
      "1994-08-29     707.41   716.8700   717.9500   706.5200   710.6800\n",
      "1994-08-30     710.68   715.4500   763.0700   715.4500   756.2000\n",
      "1994-08-31      756.2   771.3300   787.2200   761.9300   785.3300\n",
      "1994-09-01     785.33   785.6100   813.4200   785.5600   790.1900\n",
      "1994-09-02     790.19   796.6900   830.2000   796.6900   830.1800\n",
      "1994-09-05     830.18   871.1600   940.7600   868.1500   940.6100\n",
      "1994-09-06     940.61   973.2800  1008.0100   936.8100  1004.9200\n",
      "1994-09-07    1004.92   977.3000  1016.3800   919.8400   931.5700\n",
      "1994-09-08     931.57   967.9000   998.5500   937.2600   972.8400\n",
      "1994-09-09     972.84   982.4300   997.6700   950.8100   962.5200\n",
      "1994-09-12     962.52   996.6800  1023.3000   981.8100  1019.9700\n",
      "1994-09-13    1019.97  1036.8400  1052.9400  1025.1000  1033.4700\n",
      "1994-09-14    1033.47  1040.9500  1041.4300   970.6900   974.8600\n",
      "1994-09-15     974.86   985.3300   991.1200   930.6200   972.5400\n",
      "1994-09-16     972.54   983.7900   992.3900   953.9900   978.9900\n",
      "1994-09-19     978.99   944.2500   970.0600   925.8300   927.6200\n",
      "1994-09-20     927.62   922.8000   933.2800   897.3800   914.3900\n",
      "1994-09-21     914.39   928.7500   969.0300   928.7500   969.0300\n",
      "1994-09-22     969.03   974.2100   974.2500   913.9400   918.4400\n",
      "1994-09-23     918.44   908.7500   912.9500   865.9300   867.6500\n",
      "1994-09-26     867.65   856.1700   884.2700   844.3200   880.6000\n",
      "1994-09-27      880.6   880.6900   886.9600   865.2400   870.1500\n",
      "1994-09-28     870.15   881.1400   913.4700   881.1400   912.3800\n",
      "1994-09-29     912.38   921.8100   922.2900   823.0500   839.3700\n",
      "1994-09-30     839.37   811.8300   835.5000   789.6400   791.1500\n",
      "1994-10-05     791.15   770.9000   775.8500   681.8700   706.4200\n",
      "1994-10-06     706.42   731.6500   736.2900   659.8900   660.5000\n",
      "1994-10-07      660.5   638.3200   759.8000   546.7900   738.0300\n",
      "1994-10-10     738.03   678.0200   727.4700   665.7400   698.9300\n",
      "1994-10-11     698.93   712.0300   721.6600   700.0200   705.0700\n",
      "1994-10-12     705.07   712.3900   725.6700   706.5600   711.0100\n",
      "1994-10-13     711.01   706.7600   706.7600   634.6700   635.3800\n",
      "1994-10-14     635.38   608.0700   666.9200   593.0500   663.7500\n",
      "1994-10-17     663.75   617.9000   633.1600   615.5000   616.3400\n",
      "1994-10-18     616.34   625.4900   630.1600   619.1100   624.5200\n",
      "1994-10-19     624.52   631.3400   654.0600   631.2400   652.8900\n",
      "1994-10-20     652.89   663.9900   719.1600   662.6300   718.9900\n",
      "1994-10-21     718.99   730.9700   746.9000   706.4100   712.7100\n",
      "1994-10-24     712.71   741.0500   785.9500   734.9300   785.8500\n",
      "1994-10-25     785.85   794.5700   794.8500   744.5200   744.5200\n",
      "1994-10-26     744.52   725.9400   730.8000   683.4000   686.3100\n",
      "1994-10-27     686.31   682.0200   703.6200   678.1800   703.6200\n",
      "1994-10-28     703.62   695.6600   702.9200   675.6500   677.4500\n",
      "1994-10-31     677.45   648.2400   665.1000   642.8600   654.9800\n",
      "1994-11-01     654.98   667.6600   675.6600   657.2700   673.7900\n",
      "1994-11-02     673.79   667.0500   672.1200   663.7700   667.8600\n",
      "1994-11-03     667.86   675.3200   722.6000   675.0400   717.3600\n",
      "1994-11-04     717.36   717.6100   717.6500   664.6900   666.7700\n",
      "1994-11-07     666.77   649.1400   678.4500   648.6800   674.6700\n",
      "1994-11-08     674.67   707.2700   735.8300   697.8200   709.6900\n",
      "1994-11-09     709.69   691.9800   724.7200   691.9800   723.9100\n",
      "1994-11-10     723.91   738.0000   743.2200   710.0100   711.6800\n",
      "1994-11-11     711.68   725.8800   731.1600   708.0000   731.1600\n",
      "1994-11-14     731.16   731.6300   739.5600   725.5300   733.3900\n",
      "1994-11-15     733.39   717.3000   724.3900   704.8900   705.4300\n",
      "1994-11-16     705.43   704.9400   712.3800   694.2600   706.6300\n",
      "1994-11-17     706.63   707.1600   709.8900   696.8800   697.1700\n",
      "1994-11-18     697.17   690.6600   698.8200   685.6200   698.8100\n",
      "1994-11-21     698.81   695.7500   703.5900   693.9400   699.1000\n",
      "1994-11-22      699.1   702.0400   705.2500   690.0500   692.3900\n",
      "1994-11-23     692.39   690.9800   691.6100   676.5000   679.6100\n",
      "1994-11-24     679.61   676.1600   684.0200   674.6500   678.0200\n",
      "1994-11-25     678.02   697.0900   701.3100   684.0000   685.3300\n",
      "1994-11-28     685.33   683.8300   683.9400   677.9600   681.4900\n",
      "1994-11-29     681.49   671.7000   687.5600   670.6100   687.5600\n",
      "1994-11-30     687.56   687.0400   689.9600   682.8000   683.5900\n",
      "1994-12-01     683.59   684.0200   684.7200   680.0000   682.3000\n",
      "1994-12-02      682.3   684.1800   685.4700   677.6000   677.9100\n",
      "1994-12-05     677.91   674.5400   675.4200   662.7200   663.1300\n",
      "1994-12-06     663.13   658.9400   658.9400   648.7200   653.9800\n",
      "1994-12-07     653.98   655.1400   658.5700   651.3700   652.8500\n",
      "1994-12-08     652.85   653.8300   654.6500   643.2700   643.8600\n",
      "1994-12-09     643.86   639.7500   647.8400   635.7800   640.6700\n",
      "1994-12-12     640.67   636.3500   636.3500   620.4700   620.4700\n",
      "1994-12-13     620.47   632.6900   640.1300   621.7800   636.6800\n",
      "1994-12-14     636.68   633.0600   633.0600   624.3600   625.2100\n",
      "1994-12-15     625.21   626.4400   671.0100   626.4200   666.6800\n",
      "1994-12-16     666.68   661.3800   693.7600   657.8600   680.2300\n",
      "1994-12-19     680.23   684.6200   685.4700   653.3100   653.3700\n",
      "1994-12-20     653.37   660.2600   674.8000   654.8800   667.9400\n",
      "1994-12-21     667.94   665.7900   691.8100   665.5100   672.4700\n",
      "1994-12-22     672.47   670.1700   676.1300   658.1200   673.4800\n",
      "1994-12-23     673.48   675.9400   695.2200   675.9100   677.8400\n",
      "1994-12-26     677.84   684.8100   689.1300   674.9000   675.8800\n",
      "1994-12-27     675.88   679.1800   681.3000   659.3400   660.8800\n",
      "1994-12-28     660.88   660.7200   662.9500   648.2300   649.5900\n",
      "1994-12-29     649.59   651.3300   658.2900   642.2600   645.0600\n",
      "1994-12-30     645.06   648.0400   651.3500   643.0600   647.8700\n",
      "1995-01-03     647.87   637.7200   647.7100   630.5300   639.8800\n",
      "1995-01-04     639.88   641.9000   655.5100   638.8600   653.8100\n",
      "1995-01-05     653.81   655.3800   657.5200   645.8100   646.8900\n",
      "1995-01-06     646.89   642.7500   643.8900   636.3300   640.7600\n",
      "1995-01-09     640.76   637.5200   637.5500   625.0400   626.0000\n",
      "1995-01-10        626   616.1600   617.6000   607.0600   610.3000\n",
      "1995-01-11      610.3   610.3000   615.2100   606.9200   613.1300\n",
      "1995-01-12     613.13   612.7900   615.4700   601.1700   602.1200\n",
      "1995-01-13     602.12   597.3200   601.0700   593.8100   597.8400\n",
      "1995-01-16     597.84   591.0600   591.3200   584.8800   588.8100\n",
      "1995-01-17     588.81   591.8100   595.0200   586.6000   587.9400\n",
      "1995-01-18     587.94   588.5300   593.6500   586.9900   593.6400\n",
      "1995-01-19     593.64   589.7000   593.1000   571.3600   571.7200\n",
      "1995-01-20     571.72   566.8100   578.5300   559.6600   571.2400\n",
      "1995-01-23     571.24   564.8600   565.0400   553.1100   553.4400\n",
      "1995-01-24     553.44   552.7800   559.3400   547.3800   547.5700\n",
      "1995-01-25     547.57   550.2700   558.5800   550.2700   555.7700\n",
      "1995-01-26     555.77   553.9100   555.2600   551.1400   553.1100\n",
      "1995-01-27     553.11   552.9500   564.6100   552.9300   562.5900\n",
      "1995-02-06     562.59   559.7800   559.8400   532.9100   533.7200\n",
      "1995-02-07     533.72   532.1100   536.6300   524.4300   532.4900\n",
      "1995-02-08     532.49   533.0900   537.5500   531.2200   533.7500\n",
      "1995-02-09     533.75   533.7900   553.3600   533.1400   553.3600\n",
      "1995-02-10     553.36   548.7700   558.9500   540.6300   541.3800\n",
      "1995-02-13     541.38   537.9500   550.2500   537.0500   548.8400\n",
      "1995-02-14     548.84   549.7600   552.3500   542.1800   548.1100\n",
      "1995-02-15     548.11   547.8300   548.6900   542.5000   542.8400\n",
      "1995-02-16     542.84   542.2600   542.8200   537.2100   538.3700\n",
      "1995-02-17     538.37   537.8700   537.9100   532.6700   533.7600\n",
      "1995-02-20     533.76   534.5700   540.8600   534.5100   534.9600\n",
      "1995-02-21     534.96   536.0700   541.1400   535.9700   541.1400\n",
      "1995-02-22     541.14   541.2100   594.8100   541.2100   594.6400\n",
      "1995-02-23     594.64   589.9000   611.8900   575.8200   589.1300\n",
      "1995-02-24     589.13   591.9100   594.9200   555.2000   558.4300\n",
      "1995-02-27     558.43   584.0200   591.4300   559.0400   561.2700\n",
      "1995-02-28     561.27   558.4200   558.4200   544.0600   549.2600\n",
      "1995-03-01     549.26   548.9100   559.4800   545.7200   556.9600\n",
      "1995-03-02     556.96   557.5000   564.6400   553.5200   560.8500\n",
      "1995-03-03     560.85   562.3000   580.3900   562.3000   577.2200\n",
      "1995-03-06     577.22   585.2400   616.7600   582.5500   616.3000\n",
      "1995-03-07      616.3   614.7300   635.2400   597.2000   632.9600\n",
      "1995-03-08     632.96   632.9600   634.2000   618.8000   620.8100\n",
      "1995-03-09     620.81   617.2200   624.2500   604.7900   605.5900\n",
      "1995-03-10     605.59   600.4500   600.5100   583.7200   586.2900\n",
      "1995-03-13     586.29   596.6500   597.1800   583.3800   586.2300\n",
      "1995-03-14     586.23   588.1800   599.9000   586.1900   588.2400\n",
      "1995-03-15     588.24   588.7800   591.4900   568.6000   572.6000\n",
      "1995-03-16      572.6   570.5100   579.8800   569.1700   579.8800\n",
      "1995-03-17     579.88   579.6200   593.9700   577.9100   593.5200\n",
      "1995-03-20     593.52   597.8500   604.9600   585.1500   585.4500\n",
      "1995-03-21     585.45   581.8000   593.1600   581.3300   591.9500\n",
      "1995-03-22     591.95   595.3200   613.7600   594.4100   613.7000\n",
      "1995-03-23      613.7   617.5400   620.3400   609.1600   611.1300\n",
      "1995-03-24     611.13   609.9000   613.5900   600.5600   611.7700\n",
      "1995-03-27     611.77   618.4700   631.7000   618.4700   629.3600\n",
      "1995-03-28     629.36   625.5700   631.8300   624.3900   626.5500\n",
      "1995-03-29     626.55   624.8400   637.3500   615.4400   637.1500\n",
      "1995-03-30     637.15   641.3600   645.3200   630.0500   630.9300\n",
      "1995-03-31     630.93   629.9300   648.0400   627.2300   646.9200\n",
      "1995-04-03     646.92   651.0400   660.6100   647.4300   656.8800\n",
      "1995-04-04     656.88   652.4300   660.7900   650.8200   660.1600\n",
      "1995-04-05     660.16   658.4400   664.9500   649.3000   649.7000\n",
      "1995-04-06      649.7   645.1400   659.0900   641.8300   659.0600\n",
      "1995-04-07     659.06   663.4500   677.6600   662.7400   673.7200\n",
      "1995-04-10     673.72   678.7400   681.1500   665.1100   667.3900\n",
      "1995-04-11     667.39   661.0100   665.0400   640.3500   641.0800\n",
      "1995-04-12     641.08   633.8200   649.2100   632.7700   644.7400\n",
      "1995-04-13     644.74   647.2100   651.0200   632.4100   632.7600\n",
      "1995-04-14     632.76   630.7200   640.5600   627.0400   640.0400\n",
      "1995-04-17     640.04   640.1700   642.8200   628.4400   631.2600\n",
      "1995-04-18     631.26   629.8700   634.1500   625.1300   625.5200\n",
      "1995-04-19     625.52   625.2400   631.5900   625.1100   631.5100\n",
      "1995-04-20     631.51   634.0400   645.3500   633.9300   645.2000\n",
      "1995-04-21      645.2   646.9000   649.2200   635.7300   635.9900\n",
      "1995-04-24     635.99   627.3900   630.2600   618.1300   619.7300\n",
      "1995-04-25     619.73   617.0100   621.5500   615.3500   619.8400\n",
      "1995-04-26     619.84   621.1200   622.9400   601.8100   601.8300\n",
      "1995-04-27     601.83   579.6400   598.6200   547.2100   573.3100\n",
      "1995-04-28     573.31   577.4300   582.0200   572.3200   579.9300\n",
      "1995-05-02     579.93   576.6900   580.2800   574.9000   580.0800\n",
      "1995-05-03     580.08   580.7900   586.2500   580.1300   580.3800\n",
      "1995-05-04     580.38   579.5100   580.2800   571.2000   571.2000\n",
      "1995-05-05      571.2   569.5300   577.4500   569.5300   574.1700\n",
      "1995-05-08     574.17   573.1200   575.1000   568.7000   571.5100\n",
      "1995-05-09     571.51   572.1000   579.5700   572.1000   578.5000\n",
      "1995-05-10      578.5   577.7600   580.7500   564.8600   565.1400\n",
      "1995-05-11     565.14   568.7500   572.3400   566.4200   568.0600\n",
      "1995-05-12     568.06   569.3500   593.5000   567.8900   584.8400\n",
      "1995-05-15     584.84   583.1900   583.4000   578.6000   582.0400\n",
      "1995-05-16     582.04   583.1700   584.4100   578.1800   578.8500\n",
      "1995-05-17     578.85   578.8400   582.9600   577.1400   582.8900\n",
      "1995-05-18     582.89   741.8100   770.8200   682.0100   763.5100\n",
      "1995-05-19     763.51   768.8200   855.8100   761.3800   855.8100\n",
      "1995-05-22     855.81   919.7500   926.4100   870.7900   897.4200\n",
      "1995-05-23     897.42   791.7400   833.6900   749.8300   750.3000\n",
      "1995-05-24      750.3   761.1600   770.1400   720.9700   741.9300\n",
      "1995-05-25     741.93   747.0600   748.2300   696.4400   696.8500\n",
      "1995-05-26     696.85   681.3700   781.3400   672.3700   727.6200\n",
      "1995-05-29     727.62   719.6400   724.0100   698.7700   710.5900\n",
      "1995-05-30     710.59   712.2600   725.8000   704.4000   711.0000\n",
      "1995-05-31        711   701.2200   706.4800   690.7100   700.5100\n",
      "1995-06-01     700.51   703.7200   708.6700   702.0800   708.6700\n",
      "1995-06-02     708.67   710.8200   722.3000   710.5000   716.8200\n",
      "1995-06-05     716.82   718.1400   718.4100   691.0100   691.6400\n",
      "1995-06-06     691.64   678.3000   690.6500   675.6500   689.1300\n",
      "1995-06-07     689.13   688.8600   716.5400   686.8800   716.4500\n",
      "1995-06-08     716.45   711.1800   722.1700   693.3400   695.9300\n",
      "1995-06-09     695.93   695.7000   709.0200   695.6200   702.6200\n",
      "1995-06-12     702.62   696.6500   702.1700   690.4000   698.7200\n",
      "1995-06-13     698.72   697.8900   702.9700   696.8300   698.9500\n",
      "1995-06-14     698.95   699.3200   701.8500   684.8500   689.2200\n",
      "1995-06-15     689.22   685.4500   685.4600   640.3700   646.8500\n",
      "1995-06-16     646.85   638.3000   655.3400   636.1300   646.5400\n",
      "1995-06-19     646.54   637.5800   641.6900   634.8100   638.9600\n",
      "1995-06-20     638.96   641.4100   647.3700   639.4900   640.6600\n",
      "1995-06-21     640.66   640.8800   651.8100   639.8800   651.8100\n",
      "1995-06-22     651.81   650.8500   653.9200   642.6000   644.4700\n",
      "1995-06-23     644.47   643.6800   650.8200   643.6800   650.1400\n",
      "1995-06-26     650.14   650.9200   654.7800   647.8100   653.4000\n",
      "1995-06-27      653.4   655.9600   659.7800   648.8400   649.9300\n",
      "1995-06-28     649.93   649.2800   649.4800   643.5200   647.6400\n",
      "1995-06-29     647.64   647.8200   650.2800   641.5700   643.9200\n",
      "1995-06-30     643.92   641.6000   641.6000   625.7000   630.5800\n",
      "1995-07-03     630.58   623.1400   623.1900   612.9200   613.1800\n",
      "1995-07-04     613.18   612.2400   620.6200   610.3300   620.6200\n",
      "1995-07-05     620.62   624.0200   637.4000   623.9800   636.0300\n",
      "1995-07-06     636.03   638.0300   650.7100   631.2400   637.7700\n",
      "1995-07-07     637.77   637.4800   666.8500   636.8400   666.7800\n",
      "1995-07-10     666.78   669.0600   669.0600   660.0500   666.2400\n",
      "1995-07-11     666.24   669.7700   669.7700   648.6200   649.1900\n",
      "1995-07-12     649.19   645.8500   652.8400   645.8300   648.9100\n",
      "1995-07-13     648.91   649.5300   656.1500   649.4300   656.1500\n",
      "1995-07-14     656.15   658.9200   662.5500   652.3600   652.8000\n",
      "1995-07-17      652.8   651.9500   700.7700   651.6700   695.4500\n",
      "1995-07-18     695.45   693.9700   715.4700   685.9100   715.4700\n",
      "1995-07-19     715.47   717.4700   723.6800   688.9300   690.9800\n",
      "1995-07-20     690.98   686.5600   696.9300   681.3700   690.3000\n",
      "1995-07-21      690.3   694.1000   699.1900   686.6400   693.5600\n",
      "1995-07-24     693.56   699.8400   716.2200   699.8400   709.9200\n",
      "1995-07-25     709.92   709.7200   712.2800   699.6000   703.5800\n",
      "1995-07-26     703.58   703.2900   713.0400   690.3600   691.1200\n",
      "1995-07-27     691.12   686.9000   697.7200   686.7600   697.7200\n",
      "1995-07-28     697.72   699.8500   702.9700   692.8800   695.4200\n",
      "1995-07-31     695.42   699.6100   702.4400   692.4800   695.5500\n",
      "1995-08-01     695.55   697.2200   718.2400   688.6500   715.4000\n",
      "1995-08-02      715.4   721.1500   733.8600   699.4500   699.9900\n",
      "1995-08-03     699.99   699.4100   706.6500   698.5900   703.4400\n",
      "1995-08-04     703.44   707.1900   712.5400   706.5500   709.8800\n",
      "1995-08-07     709.88   708.2700   718.5400   707.3700   718.0800\n",
      "1995-08-08     718.08   724.7900   728.5100   709.2400   712.5300\n",
      "1995-08-09     712.53   711.8000   717.5500   704.8700   717.4600\n",
      "1995-08-10     717.46   718.7500   741.3200   714.6200   735.1500\n",
      "1995-08-11     735.15   736.6400   749.5300   734.5200   744.9900\n",
      "1995-08-14     744.99   759.1200   788.1600   752.9800   776.1300\n",
      "1995-08-15     776.13   773.7400   773.7400   749.5400   751.4800\n",
      "1995-08-16     751.48   752.4100   767.7100   752.3900   767.6600\n",
      "1995-08-17     767.66   775.8000   783.2200   763.2500   769.4500\n",
      "1995-08-18     769.45   772.5700   773.2300   753.2800   757.4300\n",
      "1995-08-21     757.43   752.0600   755.4400   735.1200   739.0600\n",
      "1995-08-22     739.06   738.9400   742.9200   734.4100   739.8600\n",
      "1995-08-23     739.86   741.7200   744.4300   724.6900   729.8900\n",
      "1995-08-24     729.89   728.7600   735.4200   718.0500   733.8500\n",
      "1995-08-25     733.85   733.1900   734.5100   723.9000   727.5800\n",
      "1995-08-28     727.58   724.1000   728.6800   722.5300   725.6200\n",
      "1995-08-29     725.62   728.1100   741.6500   719.8700   722.0800\n",
      "1995-08-30     722.08   721.7500   725.8700   714.0400   715.7300\n",
      "1995-08-31     715.73   715.5600   723.8700   711.1100   723.8700\n",
      "1995-09-01     723.87   726.0500   728.8500   720.9900   728.8400\n",
      "1995-09-04     728.84   731.4200   737.9400   728.9900   737.8900\n",
      "1995-09-05     737.89   743.2100   751.5800   736.2200   739.5300\n",
      "1995-09-06     739.53   738.9900   754.2000   738.2700   753.7500\n",
      "1995-09-07     753.75   758.2900   766.0300   753.0100   753.8400\n",
      "1995-09-08     753.84   753.2800   758.1800   747.0600   751.0800\n",
      "1995-09-11     751.08   756.6800   775.4500   755.6200   775.4500\n",
      "1995-09-12     775.45   791.3600   792.5400   760.7600   763.6900\n",
      "1995-09-13     763.69   764.9100   767.1200   755.0000   763.1800\n",
      "1995-09-14     763.18   765.1300   766.0700   754.5600   758.1300\n",
      "1995-09-15     758.13   756.6500   757.8900   749.8900   755.9300\n",
      "1995-09-18     755.93   757.9900   758.1800   751.3100   757.4000\n",
      "1995-09-19      757.4   761.1700   762.1800   735.2100   736.7400\n",
      "1995-09-20     736.74   730.2800   731.5400   721.0000   726.1400\n",
      "1995-09-21     726.14   726.3200   731.8900   726.2500   731.1700\n",
      "1995-09-22     731.17   732.0700   733.8100   727.3700   730.0100\n",
      "1995-09-25     730.01   730.0100   730.0100   717.4300   723.3500\n",
      "1995-09-26     723.35   723.2200   729.2900   721.7900   728.8600\n",
      "1995-09-27     728.86   727.4700   728.2100   707.6100   708.4600\n",
      "1995-09-28     708.46   705.0200   711.1900   699.1000   711.1900\n",
      "1995-09-29     711.19   711.9100   722.4300   711.9100   722.4300\n",
      "1995-10-04     722.43   724.0400   725.2000   716.0700   717.7900\n",
      "1995-10-05     717.79   718.0000   724.9200   715.6400   724.8800\n",
      "1995-10-06     724.88   724.8800   729.5400   718.9300   719.9600\n",
      "1995-10-09     719.96   717.9900   717.9900   704.4100   706.2900\n",
      "1995-10-10     706.29   704.5500   720.4300   703.3400   708.6300\n",
      "1995-10-11     708.63   705.5600   710.8900   700.6900   710.8900\n",
      "1995-10-12     710.89   713.2500   714.8600   703.8000   704.4000\n",
      "1995-10-13      704.4   702.4900   711.5300   693.8600   702.9800\n",
      "1995-10-16     702.98   702.1300   706.4000   696.7900   701.3400\n",
      "1995-10-17     701.34   700.8600   705.6000   698.4800   702.4000\n",
      "1995-10-18      702.4   705.7200   716.8300   705.7200   716.8300\n",
      "1995-10-19     716.83   719.7600   720.7500   700.8300   702.7900\n",
      "1995-10-20     702.79   700.3300   726.2900   697.5600   726.2900\n",
      "1995-10-23     726.29   729.7600   729.9700   718.4400   723.0900\n",
      "1995-10-24     723.09   724.7900   727.4000   720.2300   723.5700\n",
      "1995-10-25     723.57   765.2100   765.4800   740.7400   760.4100\n",
      "1995-10-26     760.41   757.1100   759.7300   731.1400   731.4700\n",
      "1995-10-27     731.47   730.9600   735.0600   721.4700   722.3700\n",
      "1995-10-30     722.37   722.8600   724.5700   719.2400   722.7800\n",
      "1995-10-31     722.78   723.4300   726.4900   715.4000   717.3200\n",
      "1995-11-01     717.32   716.4600   727.5000   712.2700   723.3900\n",
      "1995-11-02     723.39   723.9600   728.3500   719.1400   721.7000\n",
      "1995-11-03      721.7   720.7900   727.8400   720.7900   727.7900\n",
      "1995-11-06     727.79   729.0400   736.1500   728.9900   736.1500\n",
      "1995-11-07     736.15   736.9000   736.9100   728.0500   729.6900\n",
      "1995-11-08     729.69   725.3300   725.3300   708.5800   711.6100\n",
      "1995-11-09     711.61   708.5800   714.5300   700.8200   711.2000\n",
      "1995-11-10      711.2   710.7500   712.1900   708.0000   708.7600\n",
      "1995-11-13     708.76   705.8900   705.9200   686.4300   688.7000\n",
      "1995-11-14      688.7   687.0600   691.2500   684.4700   688.8700\n",
      "1995-11-15     688.87   688.5000   692.2000   680.6800   692.2000\n",
      "1995-11-16      692.2   690.1100   691.2200   681.3900   682.4400\n",
      "1995-11-17     682.44   680.0800   682.2300   675.3700   676.1900\n",
      "1995-11-20     676.19   671.8000   677.1100   668.6300   674.7400\n",
      "1995-11-21     674.74   675.1800   678.8800   675.1800   678.4200\n",
      "1995-11-22     678.42   678.6400   679.3400   662.8600   663.3200\n",
      "1995-11-23     663.32   662.6100   664.8600   657.6400   658.3700\n",
      "1995-11-24     658.37   656.9600   662.0500   654.0900   659.3700\n",
      "1995-11-27     659.37   658.0800   658.3200   644.5600   645.0300\n",
      "1995-11-28     645.03   643.7300   652.5700   638.3100   652.5700\n",
      "1995-11-29     652.57   652.1000   652.1000   640.5500   641.5900\n",
      "1995-11-30     641.59   639.5100   652.6200   632.0300   641.1400\n",
      "1995-12-01     641.14   631.5500   639.4900   624.9300   633.8100\n",
      "1995-12-04     633.81   632.7200   635.7300   632.2400   634.9200\n",
      "1995-12-05     634.92   636.4300   638.7600   635.5900   637.2200\n",
      "1995-12-06     637.22   637.3000   637.3200   627.8500   628.4300\n",
      "1995-12-07     628.43   628.6300   632.3700   627.0600   631.8400\n",
      "1995-12-08     631.84   631.9500   643.3600   631.8400   636.7800\n",
      "1995-12-11     636.78   636.8200   639.2900   618.0800   619.2600\n",
      "1995-12-12     619.26   616.3500   633.9300   605.0900   629.4500\n",
      "1995-12-13     629.45   629.8400   631.0200   613.1900   613.8000\n",
      "1995-12-14      613.8   613.0700   617.8600   611.4900   614.7500\n",
      "1995-12-15     614.75   612.6000   612.6100   601.0200   603.8900\n",
      "1995-12-18     603.89   600.6500   600.6500   591.5100   592.1400\n",
      "1995-12-19     592.14   592.7200   596.3500   590.9000   592.0600\n",
      "1995-12-20     592.06   593.5100   601.1000   593.5100   601.0400\n",
      "1995-12-21     601.04   601.9100   606.6900   597.2300   597.4300\n",
      "1995-12-22     597.43   596.2600   599.7100   591.3700   594.2400\n",
      "1995-12-25     594.24   590.7600   590.7600   579.2600   580.0300\n",
      "1995-12-26     580.03   578.7900   580.3800   571.4300   572.2200\n",
      "1995-12-27     572.22   571.6800   573.8700   562.3300   570.4000\n",
      "1995-12-28      570.4   568.7700   569.1900   555.6600   556.8200\n",
      "1995-12-29     556.82   555.7400   561.6100   552.8400   555.2900\n",
      "1996-01-02     555.29   550.2600   550.2600   537.3800   537.8700\n",
      "1996-01-03     537.87   535.2300   542.7400   530.7900   542.4200\n",
      "1996-01-04     542.42   541.9400   558.9400   539.7600   558.7600\n",
      "1996-01-05     558.76   559.0300   561.3600   536.1200   536.3700\n",
      "1996-01-08     536.37   533.3300   540.0400   527.9100   539.1700\n",
      "1996-01-09     539.17   541.3500   559.6400   540.9900   558.6200\n",
      "1996-01-10     558.62   552.3000   552.3100   540.5900   547.6200\n",
      "1996-01-11     547.62   547.4600   552.5600   543.1200   545.6400\n",
      "1996-01-12     545.64   545.2300   549.7600   541.6700   547.1100\n",
      "1996-01-15     547.11   545.0500   551.9100   543.8300   551.0400\n",
      "1996-01-16     551.04   551.8200   554.9000   545.4900   547.7600\n",
      "1996-01-17     547.76   546.2100   548.5700   535.2400   537.3100\n",
      "1996-01-18     537.31   533.3800   533.4100   517.3000   517.6300\n",
      "1996-01-19     517.63   515.0000   523.5900   512.8300   523.5100\n",
      "1996-01-22     523.51   520.9500   521.0000   514.1600   516.4600\n",
      "1996-01-23     516.46   515.4800   522.4100   515.4800   519.6000\n",
      "1996-01-24      519.6   519.9400   524.3300   519.9400   522.6300\n",
      "1996-01-25     522.63   523.7500   538.9600   520.7400   521.3700\n",
      "1996-01-26     521.37   516.4400   527.0700   515.3700   525.5700\n",
      "1996-01-29     525.57   526.2000   530.1700   525.4900   529.1400\n",
      "1996-01-30     529.14   531.3000   532.6500   525.6000   532.5700\n",
      "1996-01-31     532.57   531.4600   538.1100   530.1200   537.3500\n",
      "1996-02-01     537.35   536.2400   537.1700   532.6100   536.6800\n",
      "1996-02-02     536.68   535.1200   536.0400   528.5700   536.0400\n",
      "1996-02-05     536.04   537.2300   537.2700   522.4800   522.8500\n",
      "1996-02-06     522.85   520.0800   522.6700   518.1800   520.6900\n",
      "1996-02-07     520.69   520.3700   524.7200   519.6500   524.3000\n",
      "1996-02-08      524.3   523.7400   524.6500   521.1300   521.8600\n",
      "1996-02-09     521.86   522.0000   525.4300   521.1100   525.4100\n",
      "1996-02-12     525.41   525.6300   525.7700   522.1600   525.7700\n",
      "1996-02-13     525.77   525.1400   530.7500   524.9600   529.5800\n",
      "1996-02-14     529.58   530.0900   534.1800   528.7100   529.2500\n",
      "1996-02-15     529.25   529.3200   538.3500   528.5000   536.9800\n",
      "1996-02-16     536.98   537.1300   553.8300   537.1300   552.9400\n",
      "1996-03-04     552.94   583.3800   601.9800   572.9100   601.9800\n",
      "1996-03-05     601.98   600.4600   606.5100   582.7300   587.0600\n",
      "1996-03-06     587.06   582.3700   583.3300   558.6900   559.7000\n",
      "1996-03-07      559.7   558.1200   569.3300   558.0400   569.3300\n",
      "1996-03-08     569.33   566.8900   574.7800   559.1800   573.1300\n",
      "1996-03-11     573.13   574.1900   575.4700   565.5300   568.1200\n",
      "1996-03-12     568.12   566.3000   566.3000   556.4100   563.8800\n",
      "1996-03-13     563.88   562.7700   566.1300   561.0300   563.2000\n",
      "1996-03-14      563.2   562.9800   564.7300   561.5000   562.3000\n",
      "1996-03-15      562.3   561.4400   563.5000   557.5400   562.3900\n",
      "1996-03-18     562.39   561.8100   568.0200   561.0900   567.8700\n",
      "1996-03-19     567.87   568.1400   571.1300   565.3400   566.5500\n",
      "1996-03-20     566.55   566.2800   570.4800   566.2400   569.6700\n",
      "1996-03-21     569.67   570.2200   574.0100   569.3100   569.7600\n",
      "1996-03-22     569.76   569.5100   571.3300   566.5200   570.1800\n",
      "1996-03-25     570.18   570.7700   572.7500   569.3700   570.2400\n",
      "1996-03-26     570.24   570.2500   570.7400   562.9700   563.5200\n",
      "1996-03-27     563.52   562.7300   562.9800   557.3200   562.3500\n",
      "1996-03-28     562.35   562.3100   562.4400   553.8900   554.0400\n",
      "1996-03-29     554.04   553.8000   557.3500   549.7100   556.3900\n",
      "1996-04-01     556.39   566.2100   573.9500   561.9500   566.1900\n",
      "1996-04-02     566.19   564.9400   564.9900   556.9100   557.2100\n",
      "1996-04-03     557.21   557.5600   562.2800   556.2300   560.9800\n",
      "1996-04-04     560.98   561.1900   564.4700   559.8200   563.1900\n",
      "1996-04-05     563.19   563.6700   584.1800   563.6700   582.5300\n",
      "1996-04-08     582.53   583.6300   587.6000   578.3200   581.3800\n",
      "1996-04-09     581.38   580.6300   580.9400   576.6100   578.0700\n",
      "1996-04-10     578.07   578.3700   582.3000   577.7300   579.8200\n",
      "1996-04-11     579.82   579.5100   583.3800   576.9900   583.3800\n",
      "1996-04-12     583.38   584.3900   593.7300   584.3900   586.9600\n",
      "1996-04-15     586.96   585.9500   587.9200   583.3200   584.6700\n",
      "1996-04-16     584.67   584.2700   591.4200   584.2200   590.8500\n",
      "1996-04-17     590.85   594.1500   597.7700   591.8900   593.3800\n",
      "1996-04-18     593.38   592.8100   600.2800   589.8000   600.2800\n",
      "1996-04-19     600.28   602.1500   618.2700   602.1500   618.1200\n",
      "1996-04-22     618.12   624.9300   627.6500   613.9400   613.9700\n",
      "1996-04-23     613.97   611.3700   623.7700   609.8900   623.7700\n",
      "1996-04-24     623.77   633.8000   664.6500   633.8000   664.6500\n",
      "1996-04-25     664.65   674.4700   686.3800   650.8200   652.6700\n",
      "1996-04-26     652.67   660.1400   714.5600   660.1400   707.6100\n",
      "1996-04-29     707.61   722.5700   739.2900   707.2900   738.6200\n",
      "1996-04-30     738.62   728.3900   738.5000   679.4500   681.1600\n",
      "1996-05-02     681.16   715.9700   721.6600   652.7600   654.4300\n",
      "1996-05-03     654.43   654.4300   660.2700   645.0100   650.0400\n",
      "1996-05-06     650.04   648.2300   672.8500   648.2300   671.2800\n",
      "1996-05-07     671.28   677.4400   682.6200   660.0200   661.1600\n",
      "1996-05-08     661.16   659.7000   666.8600   653.1200   661.2700\n",
      "1996-05-09     661.27   659.4000   669.8000   654.8200   656.9000\n",
      "1996-05-10      656.9   656.3300   661.4700   648.0000   661.4700\n",
      "1996-05-13     661.47   665.5000   672.7600   663.6900   666.1100\n",
      "1996-05-14     666.11   668.5800   672.4400   663.3500   665.4200\n",
      "1996-05-15     665.42   665.7600   682.0500   664.9900   682.0500\n",
      "1996-05-16     682.05   687.5200   698.3700   682.2800   683.0800\n",
      "1996-05-17     683.08   685.2100   712.0500   682.4100   711.9300\n",
      "1996-05-20     711.93   719.1900   725.1600   699.3700   703.0800\n",
      "1996-05-21     703.08   701.9600   707.0600   660.9300   661.8500\n",
      "1996-05-22     661.85   658.1500   672.6100   657.4300   668.6200\n",
      "1996-05-23     668.62   668.7000   670.2500   641.5700   642.6700\n",
      "1996-05-24     642.67   638.7600   644.9200   630.4200   639.8000\n",
      "1996-05-27      639.8   639.5100   642.1100   635.0200   637.9600\n",
      "1996-05-28     637.96   638.5700   647.0600   638.1800   646.9100\n",
      "1996-05-29     646.91   648.5500   652.2800   646.8400   650.5600\n",
      "1996-05-30     650.56   650.6100   650.9000   634.0200   636.3600\n",
      "1996-05-31     636.36   633.9200   653.2200   632.2200   643.6500\n",
      "1996-06-03     643.65   643.9600   652.5200   636.4600   641.0900\n",
      "1996-06-04     641.09   642.0600   656.5900   642.0000   651.5100\n",
      "1996-06-05     651.51   654.7800   696.9700   654.0400   696.9700\n",
      "1996-06-06     696.97   703.0300   715.5800   691.4900   702.6400\n",
      "1996-06-07     702.64   720.4400   739.4400   716.5400   727.3400\n",
      "1996-06-10     727.34   740.1100   764.6300   736.9900   764.3900\n",
      "1996-06-11     764.39   765.3300   765.3500   742.4000   752.2600\n",
      "1996-06-12     752.26   761.3900   774.0100   751.3400   755.7700\n",
      "1996-06-13     755.77   758.2200   769.3000   745.5300   768.6800\n",
      "1996-06-14     768.68   781.9800   790.3200   772.3900   777.2800\n",
      "1996-06-17     777.28   779.7100   780.3500   750.0400   752.0000\n",
      "1996-06-18        752   749.3000   793.6000   748.5600   793.5600\n",
      "1996-06-19     793.56   801.1000   814.2000   787.3700   796.9100\n",
      "1996-06-20     796.91   788.9200   802.6100   783.4700   793.5900\n",
      "1996-06-21     793.59   797.9000   806.1000   793.4200   796.1100\n",
      "1996-06-24     796.11   797.8700   799.0300   789.0900   793.3400\n",
      "1996-06-25     793.34   764.6600   788.6900   762.1300   780.6500\n",
      "1996-06-26     780.65   782.1500   802.0400   782.1500   801.4600\n",
      "1996-06-27     801.46   811.5100   819.8400   801.7400   806.4600\n",
      "1996-06-28     806.46   809.6000   811.8800   798.0400   804.2500\n",
      "1996-07-01     804.25   800.9100   801.0500   755.3200   761.1200\n",
      "1996-07-02     761.12   758.4700   766.0700   753.6400   759.7100\n",
      "1996-07-03     759.71   767.1100   786.1600   766.4300   786.1300\n",
      "1996-07-04     786.13   790.2800   794.8500   774.0700   785.4300\n",
      "1996-07-05     785.43   788.1000   797.1500   783.8600   785.3800\n",
      "1996-07-08     785.38   794.1300   807.8900   790.0900   807.3400\n",
      "1996-07-09     807.34   815.0200   822.5100   807.4300   817.6100\n",
      "1996-07-10     817.61   821.1000   825.3900   809.3500   820.0500\n",
      "1996-07-11     820.05   822.1800   822.3900   790.5700   792.0700\n",
      "1996-07-12     792.07   784.2600   796.4100   778.8700   796.4100\n",
      "1996-07-15     796.41   794.8800   796.2500   780.1500   789.1600\n",
      "1996-07-16     789.16   796.7600   823.7700   793.6900   823.0800\n",
      "1996-07-17     823.08   830.6500   841.4100   808.5000   808.9900\n",
      "1996-07-18     808.99   808.0900   819.5600   808.0900   818.0400\n",
      "1996-07-19     818.04   824.0100   857.0800   820.6600   856.9300\n",
      "1996-07-22     856.93   871.4800   887.0700   870.2200   884.9400\n",
      "1996-07-23     884.94   888.9200   889.4100   864.5100   871.4700\n",
      "1996-07-24     871.47   874.9700   894.7300   874.9700   887.6000\n",
      "1996-07-25      887.6   887.2500   894.2100   867.0900   868.1600\n",
      "1996-07-26     868.16   868.2800   872.2700   840.2100   845.1200\n",
      "1996-07-29     845.12   846.1900   855.5000   837.2000   855.4200\n",
      "1996-07-30     855.42   861.7200   865.5000   834.8700   836.9300\n",
      "1996-07-31     836.93   836.6700   841.7200   820.8500   822.4800\n",
      "1996-08-01     822.48   823.1700   843.0100   814.8900   835.1100\n",
      "1996-08-02     835.11   842.4000   850.5900   828.6600   838.8800\n",
      "1996-08-05     838.88   846.0300   853.2000   838.6000   853.1900\n",
      "1996-08-06     853.19   854.7800   862.4300   848.3600   862.2200\n",
      "1996-08-07     862.22   865.4900   873.0300   862.6100   867.2700\n",
      "1996-08-08     867.27   871.0300   877.9200   869.5500   876.0000\n",
      "1996-08-09        876   875.1900   880.3100   857.7400   871.6000\n",
      "1996-08-12      871.6   880.1300   894.8600   880.1300   886.0500\n",
      "1996-08-13     886.05   885.8900   887.3500   872.4000   874.8100\n",
      "1996-08-14     874.81   875.7900   879.0900   868.7400   871.6500\n",
      "1996-08-15     871.65   872.8300   878.5700   864.7700   865.8300\n",
      "1996-08-16     865.83   862.6800   862.8800   838.4200   853.8700\n",
      "1996-08-19     853.87   852.3400   852.3500   834.5400   835.6200\n",
      "1996-08-20     835.62   834.7300   837.5800   820.7700   822.4400\n",
      "1996-08-21     822.44   825.6900   842.6800   825.6100   833.6100\n",
      "1996-08-22     833.61   838.2000   842.4600   816.0500   818.2000\n",
      "1996-08-23      818.2   824.8900   824.8900   786.4400   803.6900\n",
      "1996-08-26     803.69   789.1500   800.5300   770.8500   773.0700\n",
      "1996-08-27     773.07   769.7900   787.4800   766.7000   787.4700\n",
      "1996-08-28     787.47   790.7200   806.3600   789.0600   796.8400\n",
      "1996-08-29     796.84   797.3100   797.9800   783.9600   788.7300\n",
      "1996-08-30     788.73   791.3900   809.9700   791.3900   809.9400\n",
      "1996-09-02     809.94   812.9400   813.5700   803.1300   804.7800\n",
      "1996-09-03     804.78   805.5300   818.8800   799.0100   800.2200\n",
      "1996-09-04     800.22   797.9000   813.4600   795.0700   812.0200\n",
      "1996-09-05     812.02   817.3700   838.6700   812.9300   814.3800\n",
      "1996-09-06     814.38   813.5900   818.3600   796.1700   801.2300\n",
      "1996-09-09     801.23   798.6000   799.9800   791.6300   793.5900\n",
      "1996-09-10     793.59   793.2200   793.2200   763.1500   764.4500\n",
      "1996-09-11     764.45   762.8100   773.6000   754.5900   769.2500\n",
      "1996-09-12     769.25   780.3200   784.1800   754.1100   757.0900\n",
      "1996-09-13     757.09   756.3900   779.0700   752.6800   779.0700\n",
      "1996-09-16     779.07   779.8500   784.4800   771.8000   778.2900\n",
      "1996-09-17     778.29   777.7300   785.1100   774.1500   776.4800\n",
      "1996-09-18     776.48   781.3400   782.7300   757.9400   760.7600\n",
      "1996-09-19     760.76   756.1100   769.1300   754.2800   769.1000\n",
      "1996-09-20      769.1   772.2900   805.5400   770.0400   805.5400\n",
      "1996-09-23     805.54   812.9400   852.0400   812.3100   851.9900\n",
      "1996-09-24     851.99   857.4200   865.4900   845.3900   849.9200\n",
      "1996-09-25     849.92   855.3500   858.6000   830.2500   835.1800\n",
      "1996-09-26     835.18   837.6800   857.4400   837.6800   854.6600\n",
      "1996-09-27     854.66   861.6200   875.5300   855.7500   875.5300\n",
      "1996-10-03     875.53   887.8500   891.7100   864.6700   865.4900\n",
      "1996-10-04     865.49   864.1900   869.6500   855.7900   863.4600\n",
      "1996-10-07     863.46   866.0700   869.8700   852.8300   864.6600\n",
      "1996-10-08     864.66   869.0800   882.0900   865.4200   877.6100\n",
      "1996-10-09     877.61   882.1900   883.6200   865.5700   874.0100\n",
      "1996-10-10     874.01   878.0500   904.1400   877.3400   904.1000\n",
      "1996-10-11      904.1   909.0600   912.0100   898.7200   909.8900\n",
      "1996-10-14     909.89   919.7000   943.5500   919.7000   940.7900\n",
      "1996-10-15     940.79   943.8100   944.9400   925.6600   937.2900\n",
      "1996-10-16     937.29   944.3500   953.4000   921.1500   933.8800\n",
      "1996-10-17     933.88   931.1100   952.4500   928.0800   952.3200\n",
      "1996-10-18     952.32   960.5500   968.2200   937.7700   939.9300\n",
      "1996-10-21     939.93   943.0300   964.4400   943.0300   964.3900\n",
      "1996-10-22     964.39   952.9300   978.9800   943.0300   976.4700\n",
      "1996-10-23     976.47   989.3200  1011.1300   986.7200  1010.8300\n",
      "1996-10-24    1010.83  1017.4600  1020.9700  1004.3700  1007.9100\n",
      "1996-10-25    1007.91  1006.3000  1016.9100   994.8200  1012.6700\n",
      "1996-10-28    1012.67  1001.2300  1026.8400  1000.0700  1022.8600\n",
      "1996-10-29    1022.86  1032.6100  1038.8100  1013.4900  1017.5200\n",
      "1996-10-30    1017.52  1017.0600  1022.0200   955.2300   958.9400\n",
      "1996-10-31     958.94   972.1700   983.2300   949.5900   976.7100\n",
      "1996-11-01     976.71   935.1700   962.1100   906.9600   930.7900\n",
      "1996-11-04     930.79   931.0000   947.8800   929.7300   945.1200\n",
      "1996-11-05     945.12   947.4400   950.3600   922.6700   928.0300\n",
      "1996-11-06     928.03   925.7600   928.4700   896.8800   915.0500\n",
      "1996-11-07     915.05   919.9500   931.6000   915.6200   928.1400\n",
      "1996-11-08     928.14   927.2400   927.3900   911.9200   919.6700\n",
      "1996-11-11     919.67   923.3700   933.9700   922.2000   933.9700\n",
      "1996-11-12     933.97   937.7000   949.2500   928.9800   943.0000\n",
      "1996-11-13        943   945.9800   951.0900   932.9300   940.5200\n",
      "1996-11-14     940.52   944.4600   957.6100   943.6100   953.1900\n",
      "1996-11-15     953.19   951.5100   958.6200   943.8000   950.8300\n",
      "1996-11-18     950.83   952.7300  1004.9500   948.8200  1004.6900\n",
      "1996-11-19    1004.69  1019.6200  1047.3900  1008.2300  1015.9600\n",
      "1996-11-20    1015.96  1010.8100  1018.8900   992.2700  1014.9300\n",
      "1996-11-21    1014.93  1018.0500  1025.5800   937.8400   940.7700\n",
      "1996-11-22     940.77   928.5200   952.0300   919.6100   951.8300\n",
      "1996-11-25     951.83   948.5900   976.5500   938.8100   976.5500\n",
      "1996-11-26     976.55   981.4700   985.1300   957.8100   967.5900\n",
      "1996-11-27     967.59   966.9400   987.1800   960.4600   980.3800\n",
      "1996-11-28     980.38   983.0100  1002.5400   978.5100   992.6400\n",
      "1996-11-29     992.64   997.8500  1037.1600   997.8400  1032.9500\n",
      "1996-12-02    1032.95  1056.6800  1134.9000  1056.6800  1134.5200\n",
      "1996-12-03    1134.52  1157.1300  1177.6800  1118.8300  1122.9900\n",
      "1996-12-04    1122.99  1117.0300  1170.6000  1115.2700  1169.9200\n",
      "1996-12-05    1169.92  1199.3800  1215.2500  1180.2100  1212.0800\n",
      "1996-12-06    1212.08  1207.3000  1220.3100  1194.7700  1212.8900\n",
      "1996-12-09    1212.89  1227.4800  1250.5600  1227.4800  1247.6600\n",
      "1996-12-10    1247.66  1244.1100  1244.1100  1202.2800  1230.2500\n",
      "1996-12-11    1230.25  1225.3900  1258.6900  1220.4100  1244.9000\n",
      "1996-12-12     1244.9  1248.1400  1254.3000  1167.9800  1177.1400\n",
      "1996-12-13    1177.14  1164.3400  1175.4400  1108.2900  1110.0400\n",
      "1996-12-16    1110.04  1005.0100  1005.1200   999.6300  1000.0200\n",
      "1996-12-17    1000.02   907.6500   943.3700   903.8500   905.5800\n",
      "1996-12-18     905.58   872.3600   975.9600   869.0200   972.7300\n",
      "1996-12-19     972.73   971.1500   983.2400   893.4700   902.4200\n",
      "1996-12-20     902.42   881.0900   898.9200   864.2600   885.2400\n",
      "1996-12-23     885.24   900.3200   911.5900   890.8400   902.0100\n",
      "1996-12-24     902.01   907.6300   911.1200   864.1500   865.5800\n",
      "1996-12-25     865.58   870.4400   897.4500   855.8500   895.1800\n",
      "1996-12-26     895.18   904.0200   924.3300   890.4100   924.2400\n",
      "1996-12-27     924.24   925.8000   927.1000   903.8200   922.3500\n",
      "1996-12-30     922.35   929.7200   938.5500   923.9500   934.2100\n",
      "1996-12-31     934.21   935.9100   935.9700   912.9700   917.0200\n",
      "1997-01-02     917.02   914.0600   920.1900   909.4600   919.4400\n",
      "1997-01-03     919.44   921.1000   922.3900   896.9900   899.6100\n",
      "1997-01-06     899.61   890.9800   892.0200   875.8900   876.5000\n",
      "1997-01-07      876.5   872.8100   903.0000   871.7800   898.1700\n",
      "1997-01-08     898.17   899.8300   902.5300   887.2300   896.4100\n",
      "1997-01-09     896.41   897.9900   914.3300   897.9400   906.9800\n",
      "1997-01-10     906.98   908.5600   918.5100   906.5500   918.4000\n",
      "1997-01-13      918.4   923.5500   931.4400   922.7400   929.5200\n",
      "1997-01-14     929.52   929.5500   929.5900   903.6200   907.8500\n",
      "1997-01-15     907.85   905.4800   919.4200   905.0600   916.7200\n",
      "1997-01-16     916.72   917.4800   922.1000   908.2600   915.0100\n",
      "1997-01-17     915.01   916.1100   921.1400   912.6600   919.8500\n",
      "1997-01-20     919.85   922.4700   933.3600   922.0600   933.2800\n",
      "1997-01-21     933.28   937.0400   939.0200   926.0900   929.1100\n",
      "1997-01-22     929.11   929.3600   942.7300   929.0100   942.4400\n",
      "1997-01-23     942.44   945.5900   947.5500   940.5000   945.8000\n",
      "1997-01-24      945.8   945.5300   954.3000   934.6400   953.9200\n",
      "1997-01-27     953.92   957.2500   959.8700   952.4000   959.0600\n",
      "1997-01-28     959.06   957.8800   957.8800   947.9100   956.3100\n",
      "1997-01-29     956.31   955.9600   964.0200   955.1000   962.1000\n",
      "1997-01-30      962.1   960.4900   962.9700   955.4700   960.1700\n",
      "1997-01-31     960.17   960.2600   967.9000   960.0800   964.7400\n",
      "1997-02-17     964.74   969.5300   985.2100   959.7500   982.4000\n",
      "1997-02-18      982.4   980.4800   999.2300   893.7500   894.8500\n",
      "1997-02-19     894.85   911.5800   962.6900   911.5800   962.6900\n",
      "1997-02-20     962.69   870.1800   971.5100   870.1800   965.0800\n",
      "1997-02-21     965.08   967.6800  1017.3200   967.4900  1017.1300\n",
      "1997-02-24    1017.13  1028.3500  1032.7000  1004.6200  1009.5600\n",
      "1997-02-25    1009.56  1009.0500  1028.3400  1009.0300  1017.9600\n",
      "1997-02-26    1017.96  1019.8600  1031.5100  1015.3900  1031.5100\n",
      "1997-02-27    1031.51  1035.3200  1038.4900  1020.3400  1025.3000\n",
      "1997-02-28     1025.3  1023.3700  1040.3300  1010.2700  1040.2700\n",
      "1997-03-03    1040.27  1044.6100  1063.0500  1043.9300  1063.0500\n",
      "1997-03-04    1063.05  1063.2900  1070.2200  1048.4400  1068.1600\n",
      "1997-03-05    1068.16  1067.5800  1072.4600  1051.5200  1052.1500\n",
      "1997-03-06    1052.15  1045.8900  1079.1300  1044.2400  1079.1300\n",
      "1997-03-07    1079.13  1083.0100  1086.6400  1070.8600  1077.7200\n",
      "1997-03-10    1077.72  1085.9100  1100.5100  1085.8900  1099.6800\n",
      "1997-03-11    1099.68  1103.4300  1109.9500  1092.7200  1109.7300\n",
      "1997-03-12    1109.73  1112.7100  1126.4200  1109.4700  1126.1600\n",
      "1997-03-13    1126.16  1128.7100  1131.7400  1108.8900  1117.2800\n",
      "1997-03-14    1117.28  1114.7400  1125.8200  1092.7000  1125.8000\n",
      "1997-03-17     1125.8  1138.2800  1159.5400  1138.2800  1158.4800\n",
      "1997-03-18    1158.48  1164.9600  1177.0200  1148.0800  1162.6300\n",
      "1997-03-19    1162.63  1167.0400  1170.4000  1156.1900  1161.2700\n",
      "1997-03-20    1161.27  1162.2600  1168.4900  1119.6700  1120.7200\n",
      "1997-03-21    1120.72  1116.7200  1167.2100  1116.5900  1167.1700\n",
      "1997-03-24    1167.17  1186.9500  1196.6400  1181.3300  1191.7300\n",
      "1997-03-25    1191.73  1198.1600  1201.6200  1180.8800  1197.8400\n",
      "1997-03-26    1197.84  1204.2100  1215.4700  1201.1700  1215.3100\n",
      "1997-03-27    1215.31  1220.5500  1228.2400  1202.7700  1214.2600\n",
      "1997-03-28    1214.26  1213.8100  1219.0400  1199.5300  1202.6700\n",
      "1997-03-31    1202.67  1210.0200  1234.9600  1210.0000  1234.6200\n",
      "1997-04-01    1234.62  1243.8700  1246.3100  1234.2500  1241.0300\n",
      "1997-04-02    1241.03  1246.4100  1249.5700  1232.3100  1233.8500\n",
      "1997-04-03    1233.85  1233.8200  1246.1800  1222.5600  1246.0300\n",
      "1997-04-04    1246.03  1258.0700  1269.7400  1251.6000  1260.9600\n",
      "1997-04-07    1260.96  1259.5900  1276.5700  1252.7500  1276.4100\n",
      "1997-04-08    1276.41  1277.0600  1278.3000  1246.7200  1247.2600\n",
      "1997-04-09    1247.26  1251.5700  1286.9100  1251.5600  1286.8500\n",
      "1997-04-10    1286.85  1293.2600  1299.7400  1279.4900  1281.8900\n",
      "1997-04-11    1281.89  1279.3400  1283.5600  1251.0100  1278.5300\n",
      "1997-04-14    1278.53  1293.9800  1325.6700  1293.9800  1316.9200\n",
      "1997-04-15    1316.92  1318.5700  1326.3800  1298.1800  1324.9600\n",
      "1997-04-16    1324.96  1334.3100  1338.4200  1318.1600  1327.7800\n",
      "1997-04-17    1327.78  1323.4200  1331.1800  1319.7600  1323.3700\n",
      "1997-04-18    1323.37  1325.2300  1338.8500  1305.9600  1338.0300\n",
      "1997-04-21    1338.03  1355.5600  1365.2200  1350.8000  1362.0800\n",
      "1997-04-22    1362.08  1362.9800  1368.8800  1354.4500  1365.5000\n",
      "1997-04-23     1365.5  1370.0500  1380.3600  1368.6500  1378.8400\n",
      "1997-04-24    1378.84  1370.1700  1386.5200  1356.5200  1380.2800\n",
      "1997-04-25    1380.28  1382.9300  1386.2700  1363.9800  1364.9800\n",
      "1997-04-28    1364.98  1372.2600  1381.5600  1346.2600  1352.0000\n",
      "1997-04-29       1352  1354.0000  1376.8200  1335.7600  1376.7700\n",
      "1997-04-30    1376.77  1385.3000  1396.4800  1376.4600  1393.7500\n",
      "1997-05-05    1393.75  1398.1400  1448.9900  1398.0500  1448.9300\n",
      "1997-05-06    1448.93  1462.0300  1483.5000  1459.6800  1482.9900\n",
      "1997-05-07    1482.99  1495.2200  1499.6200  1464.8600  1495.4600\n",
      "1997-05-08    1495.46  1496.9800  1504.2600  1401.5900  1405.1800\n",
      "1997-05-09    1405.18  1412.9000  1469.0800  1394.4200  1467.2300\n",
      "1997-05-12    1467.23  1490.7800  1510.1800  1486.4500  1500.4000\n",
      "1997-05-13     1500.4  1501.2500  1501.2500  1436.2100  1464.2800\n",
      "1997-05-14    1464.28  1447.6100  1447.6700  1378.0300  1379.2200\n",
      "1997-05-15    1379.22  1371.1900  1425.3000  1360.2300  1417.6700\n",
      "1997-05-16    1417.67  1309.6000  1394.2100  1287.0700  1315.9200\n",
      "1997-05-19    1315.92  1330.7900  1350.5800  1316.1300  1344.6100\n",
      "1997-05-20    1344.61  1351.6600  1386.3700  1351.2300  1381.1200\n",
      "1997-05-21    1381.12  1386.8500  1389.6000  1340.2900  1354.8800\n",
      "1997-05-22    1354.88  1248.9700  1300.9800  1232.2000  1235.2200\n",
      "1997-05-23    1235.22  1238.6900  1263.5200  1225.8000  1254.2700\n",
      "1997-05-26    1254.27  1268.5900  1275.3000  1213.2400  1251.5500\n",
      "1997-05-27    1251.55  1258.3800  1281.7500  1253.2500  1281.7400\n",
      "1997-05-28    1281.74  1283.0000  1288.7400  1265.5700  1270.3500\n",
      "1997-05-29    1270.35  1267.5200  1282.8500  1262.5700  1263.3500\n",
      "1997-05-30    1263.35  1261.2900  1285.3900  1254.6200  1285.1800\n",
      "1997-06-02    1285.18  1302.8200  1336.4200  1302.1600  1336.2800\n",
      "1997-06-03    1336.28  1341.6800  1344.6400  1313.4600  1338.7600\n",
      "1997-06-04    1338.76  1345.3800  1363.7100  1344.5900  1361.1900\n",
      "1997-06-05    1361.19  1362.1900  1369.5100  1346.9700  1360.2300\n",
      "1997-06-06    1360.23  1271.3100  1314.7300  1254.2700  1275.3000\n",
      "1997-06-09     1275.3  1275.2500  1282.7500  1255.6700  1274.9200\n",
      "1997-06-10    1274.92  1278.9900  1285.0400  1239.8600  1241.7400\n",
      "1997-06-11    1241.74  1239.5000  1244.0100  1175.7100  1220.4000\n",
      "1997-06-12     1220.4  1224.4700  1229.6400  1211.8000  1212.7700\n",
      "1997-06-13    1212.77  1154.9800  1244.2400  1154.9700  1243.9800\n",
      "1997-06-16    1243.98  1255.7700  1269.6300  1255.7700  1261.4700\n",
      "1997-06-17    1261.47  1260.4100  1263.9000  1245.3400  1245.9300\n",
      "1997-06-18    1245.93  1252.0200  1254.9000  1230.3000  1232.6800\n",
      "1997-06-19    1232.68  1233.6800  1250.6400  1227.2500  1230.7400\n",
      "1997-06-20    1230.74  1244.0000  1292.3200  1244.0000  1291.2000\n",
      "1997-06-23     1291.2  1313.2400  1322.9800  1265.1800  1283.5000\n",
      "1997-06-24     1283.5  1287.1900  1304.0500  1283.7200  1303.9300\n",
      "1997-06-25    1303.93  1309.3400  1311.2000  1293.3500  1297.5900\n",
      "1997-06-26    1297.59  1295.1100  1295.1500  1280.8500  1284.4600\n",
      "1997-06-27    1284.46  1287.9200  1291.9800  1246.9300  1250.2700\n",
      "1997-07-02    1250.27  1255.9100  1261.5700  1147.3300  1199.0600\n",
      "1997-07-03    1199.06  1194.6800  1194.6800  1149.9400  1150.6200\n",
      "1997-07-04    1150.62  1138.9200  1163.2500  1124.7800  1159.3400\n",
      "1997-07-07    1159.34  1161.7100  1163.4500  1085.5700  1096.8200\n",
      "1997-07-08    1096.82  1092.8000  1115.4300  1066.0400  1109.6700\n",
      "1997-07-09    1109.67  1113.6400  1122.6700  1104.0900  1120.8400\n",
      "1997-07-10    1120.84  1121.2600  1137.8700  1115.2100  1120.1500\n",
      "1997-07-11    1120.15  1116.4200  1155.0600  1114.4000  1154.9200\n",
      "1997-07-14    1154.92  1163.2900  1185.7800  1158.4500  1185.7200\n",
      "1997-07-15    1185.72  1189.4700  1201.2100  1180.1900  1200.1100\n",
      "1997-07-16    1200.11  1201.6000  1204.8600  1184.4500  1190.8300\n",
      "1997-07-17    1190.83  1188.2700  1203.5000  1180.9300  1197.2300\n",
      "1997-07-18    1197.23  1199.4000  1210.4400  1191.2900  1209.8600\n",
      "1997-07-21    1209.86  1215.8400  1218.4800  1188.8800  1193.5300\n",
      "1997-07-22    1193.53  1189.1200  1208.2600  1163.4700  1208.2500\n",
      "1997-07-23    1208.25  1219.0600  1223.8200  1194.7000  1198.8600\n",
      "1997-07-24    1198.86  1194.7100  1200.3100  1172.3700  1174.2200\n",
      "1997-07-25    1174.22  1166.5700  1177.6500  1158.1400  1170.8600\n",
      "1997-07-28    1170.86  1167.8100  1167.8800  1138.4800  1141.7800\n",
      "1997-07-29    1141.78  1137.3200  1161.2000  1133.1800  1153.2300\n",
      "1997-07-30    1153.23  1157.0900  1179.4800  1157.0000  1179.4200\n",
      "1997-07-31    1179.42  1184.9400  1192.2000  1179.7200  1189.7600\n",
      "1997-08-01    1189.76  1191.6500  1194.0300  1182.2200  1192.8300\n",
      "1997-08-04    1192.83  1196.2500  1201.9200  1188.6800  1200.3300\n",
      "1997-08-05    1200.33  1203.3600  1207.2300  1193.7000  1196.2700\n",
      "1997-08-06    1196.27  1196.0400  1197.4500  1170.2700  1171.9400\n",
      "1997-08-07    1171.94  1167.9300  1199.2400  1161.6300  1199.2400\n",
      "1997-08-08    1199.24  1205.9500  1216.5600  1201.3600  1206.0500\n",
      "1997-08-11    1206.05  1206.4600  1206.7600  1182.4500  1184.0800\n",
      "1997-08-12    1184.08  1177.2600  1183.4400  1145.7500  1146.8100\n",
      "1997-08-13    1146.81  1139.2500  1153.5000  1118.2000  1120.1300\n",
      "1997-08-14    1120.13  1120.4700  1168.3400  1120.2500  1168.1100\n",
      "1997-08-15    1168.11  1174.1800  1174.8800  1133.8900  1143.0600\n",
      "1997-08-18    1143.06  1139.6100  1139.6100  1116.1500  1134.6300\n",
      "1997-08-19    1134.63  1134.6200  1143.2000  1128.1100  1132.9100\n",
      "1997-08-20    1132.91  1135.0500  1144.6500  1133.7400  1144.6400\n",
      "1997-08-21    1144.64  1148.3900  1165.2200  1147.8200  1164.5500\n",
      "1997-08-22    1164.55  1159.3900  1174.4900  1156.8300  1171.8300\n",
      "1997-08-25    1171.83  1175.4500  1184.3300  1175.3800  1184.1000\n",
      "1997-08-26     1184.1  1186.0700  1194.1300  1181.2400  1194.0400\n",
      "1997-08-27    1194.04  1195.4300  1199.4700  1188.3300  1198.5100\n",
      "1997-08-28    1198.51  1201.0600  1216.0800  1194.6800  1213.8900\n",
      "1997-08-29    1213.89  1214.3100  1223.0700  1209.4800  1221.0600\n",
      "1997-09-01    1221.06  1224.1800  1230.0700  1219.1000  1229.8700\n",
      "1997-09-02    1229.87  1228.4800  1232.6900  1215.9200  1226.3000\n",
      "1997-09-03     1226.3  1223.6200  1243.3300  1223.4600  1240.8200\n",
      "1997-09-04    1240.82  1245.7800  1253.1500  1245.6400  1251.3000\n",
      "1997-09-05     1251.3  1250.6000  1253.3500  1241.2200  1251.5500\n",
      "1997-09-08    1251.55  1253.1500  1257.5500  1245.7400  1255.2300\n",
      "1997-09-09    1255.23  1255.1800  1257.9300  1230.4400  1231.0300\n",
      "1997-09-10    1231.03  1230.4300  1256.0400  1227.6400  1256.0400\n",
      "1997-09-11    1256.04  1260.5200  1264.4900  1236.1100  1242.7100\n",
      "1997-09-12    1242.71  1240.5000  1247.9100  1207.8300  1208.7000\n",
      "1997-09-15     1208.7  1205.9000  1211.6800  1175.9500  1179.2900\n",
      "1997-09-16    1179.29  1182.7600  1193.8500  1181.1700  1187.2200\n",
      "1997-09-17    1187.22  1188.8900  1191.3000  1162.2400  1167.5600\n",
      "1997-09-18    1167.56  1169.6700  1181.7500  1164.6500  1172.3700\n",
      "1997-09-19    1172.37  1174.7700  1185.0900  1168.8700  1184.5200\n",
      "1997-09-22    1184.52  1184.4900  1185.1000  1102.6200  1103.9700\n",
      "1997-09-23    1103.97  1096.1900  1105.2800  1025.1300  1041.9700\n",
      "1997-09-24    1041.97  1064.6600  1110.1100  1064.6600  1110.0100\n",
      "1997-09-25    1110.01  1118.3700  1130.1300  1106.2500  1117.0100\n",
      "1997-09-26    1117.01  1118.6900  1118.9400  1094.4200  1109.6300\n",
      "1997-09-29    1109.63  1106.3400  1106.3400  1079.3400  1084.0700\n",
      "1997-09-30    1084.07  1083.4100  1100.3900  1083.2300  1097.3800\n",
      "1997-10-06    1097.38  1100.7000  1105.4100  1091.1500  1098.9000\n",
      "1997-10-07     1098.9  1098.2900  1102.7100  1087.0200  1102.5700\n",
      "1997-10-08    1102.57  1122.9700  1140.9400  1116.7100  1134.8700\n",
      "1997-10-09    1134.87  1134.5900  1138.6600  1120.0900  1122.4700\n",
      "1997-10-10    1122.47  1121.3400  1131.5700  1120.5100  1130.7900\n",
      "1997-10-13    1130.79  1136.4300  1138.4000  1117.3900  1119.8200\n",
      "1997-10-14    1119.82  1116.3000  1118.0200  1105.7000  1117.9300\n",
      "1997-10-15    1117.93  1119.1100  1129.6500  1116.4300  1125.7800\n",
      "1997-10-16    1125.78  1131.4000  1151.3900  1131.3900  1150.3100\n",
      "1997-10-17    1150.31  1155.4200  1180.2200  1153.9000  1176.4900\n",
      "1997-10-20    1176.49  1183.7400  1191.0400  1173.5600  1187.3700\n",
      "1997-10-21    1187.37  1190.5000  1192.3400  1179.5700  1191.8700\n",
      "1997-10-22    1191.87  1193.7000  1203.0200  1168.4500  1177.5200\n",
      "1997-10-23    1177.52  1178.9800  1186.0700  1170.2300  1173.3600\n",
      "1997-10-24    1173.36  1172.8800  1179.8100  1164.0600  1178.3100\n",
      "1997-10-27    1178.31  1183.6500  1235.9500  1183.6500  1235.8300\n",
      "1997-10-28    1235.83  1239.5900  1241.8300  1172.8900  1177.9200\n",
      "1997-10-29    1177.92  1168.2300  1188.8000  1162.9800  1184.0900\n",
      "1997-10-30    1184.09  1189.2700  1207.9700  1173.6500  1174.8500\n",
      "1997-10-31    1174.85  1164.9100  1181.5100  1158.7400  1180.3900\n",
      "1997-11-03    1180.39  1181.1600  1185.0700  1176.5500  1180.8500\n",
      "1997-11-04    1180.85  1180.8700  1190.4700  1180.8700  1184.7000\n",
      "1997-11-05     1184.7  1186.1000  1194.6700  1179.3500  1194.0400\n",
      "1997-11-06    1194.04  1198.6600  1203.0900  1179.5800  1181.1200\n",
      "1997-11-07    1181.12  1181.7800  1195.7400  1177.6300  1195.1400\n",
      "1997-11-10    1195.14  1199.3700  1202.5800  1178.6300  1185.7800\n",
      "1997-11-11    1185.78  1183.4200  1187.7400  1168.4800  1186.6300\n",
      "1997-11-12    1186.63  1190.0100  1193.5300  1171.5600  1174.1900\n",
      "1997-11-13    1174.19  1169.7000  1185.2800  1157.2900  1185.0200\n",
      "1997-11-14    1185.02  1187.3500  1208.8400  1181.6900  1197.8300\n",
      "1997-11-17    1197.83  1210.6800  1213.2300  1190.4300  1191.3300\n",
      "1997-11-18    1191.33  1190.2600  1193.3100  1182.6100  1183.3500\n",
      "1997-11-19    1183.35  1185.1000  1191.9600  1175.7800  1181.6300\n",
      "1997-11-20    1181.63  1182.7400  1189.5000  1169.1000  1172.4300\n",
      "1997-11-21    1172.43  1168.9700  1169.1100  1152.0100  1158.5600\n",
      "1997-11-24    1158.56  1150.4200  1150.5600  1122.9400  1124.9400\n",
      "1997-11-25    1124.94  1120.8600  1131.1300  1114.1400  1125.5300\n",
      "1997-11-26    1125.53  1126.6000  1143.8200  1124.4800  1143.8200\n",
      "1997-11-27    1143.82  1141.7700  1141.9700  1120.5200  1122.5200\n",
      "1997-11-28    1122.52  1117.5700  1139.6400  1114.4300  1139.6300\n",
      "1997-12-01    1139.63  1137.5900  1139.2900  1130.4500  1133.0900\n",
      "1997-12-02    1133.09  1133.5900  1139.6000  1128.5000  1130.1700\n",
      "1997-12-03    1130.17  1129.7800  1130.3200  1121.5900  1122.5500\n",
      "1997-12-04    1122.55  1121.8000  1137.0100  1119.2000  1135.8700\n",
      "1997-12-05    1135.87  1139.4800  1144.2200  1134.9300  1136.2000\n",
      "1997-12-08     1136.2  1140.5500  1143.0800  1136.5800  1139.3600\n",
      "1997-12-09    1139.36  1139.8100  1148.1700  1137.3200  1148.1700\n",
      "1997-12-10    1148.17  1150.4800  1158.9900  1149.3300  1157.8400\n",
      "1997-12-11    1157.84  1159.0500  1159.7500  1145.5500  1159.1700\n",
      "1997-12-12    1159.17  1160.2200  1165.8100  1153.4300  1153.8400\n",
      "1997-12-15    1153.84  1155.7200  1168.0600  1155.6000  1168.0300\n",
      "1997-12-16    1168.03  1170.4600  1174.8100  1165.6000  1174.8000\n",
      "1997-12-17     1174.8  1169.6400  1169.7400  1145.8900  1146.5200\n",
      "1997-12-18    1146.52  1142.1000  1159.1100  1138.4000  1154.1700\n",
      "1997-12-19    1154.17  1154.7000  1161.8800  1151.1400  1160.7700\n",
      "1997-12-22    1160.77  1162.6800  1169.0300  1153.4400  1169.0100\n",
      "1997-12-23    1169.01  1171.9000  1176.9200  1165.0600  1171.2500\n",
      "1997-12-24    1171.25  1171.7400  1173.5400  1164.8600  1169.6600\n",
      "1997-12-25    1169.66  1170.5600  1181.4800  1169.9900  1181.2800\n",
      "1997-12-26    1181.28  1187.7500  1194.2400  1186.5300  1191.9200\n",
      "1997-12-29    1191.92  1196.3000  1198.9700  1185.6600  1186.6100\n",
      "1997-12-30    1186.61  1186.1400  1193.6200  1179.5600  1181.1400\n",
      "1997-12-31    1181.14  1182.2500  1195.0500  1182.2500  1194.1000\n",
      "1998-01-05     1194.1  1200.9500  1220.5000  1200.2200  1220.4700\n",
      "1998-01-06    1220.47  1223.7300  1233.6400  1215.4100  1233.6200\n",
      "1998-01-07    1233.62  1233.9600  1244.1000  1231.1500  1244.0700\n",
      "1998-01-08    1244.07  1243.1200  1250.0100  1235.8900  1237.1600\n",
      "1998-01-09    1237.16  1233.7000  1245.0000  1221.3000  1239.9000\n",
      "1998-01-12     1239.9  1242.2100  1246.6500  1226.4000  1226.9700\n",
      "1998-01-13    1226.97  1211.8800  1211.8800  1110.0900  1167.6500\n",
      "1998-01-14    1167.65  1170.3500  1203.2500  1170.3200  1202.2200\n",
      "1998-01-15    1202.22  1210.4200  1217.8600  1196.1500  1215.4300\n",
      "1998-01-16    1215.43  1215.8200  1220.9700  1207.9200  1213.9600\n",
      "1998-01-19    1213.96  1215.4100  1216.9900  1205.4800  1213.1300\n",
      "1998-01-20    1213.13  1211.2800  1215.5700  1195.3800  1203.7200\n",
      "1998-01-21    1203.72  1201.9900  1209.6900  1198.2300  1200.2000\n",
      "1998-01-22     1200.2  1200.5200  1207.4500  1194.3800  1204.4300\n",
      "1998-01-23    1204.43  1206.5000  1224.1200  1206.4500  1222.9100\n",
      "1998-02-09    1222.91  1258.0000  1262.6200  1244.4300  1248.0400\n",
      "1998-02-10    1248.04  1248.6000  1248.6000  1233.7000  1236.5100\n",
      "1998-02-11    1236.51  1234.1800  1251.4500  1233.5300  1250.2400\n",
      "1998-02-12    1250.24  1253.3900  1254.4100  1242.0000  1246.3000\n",
      "1998-02-13     1246.3  1246.7300  1251.9100  1241.8200  1245.9100\n",
      "1998-02-16    1245.91  1246.8000  1247.9700  1230.9200  1236.2400\n",
      "1998-02-17    1236.24  1234.8400  1240.5800  1228.1100  1238.5000\n",
      "1998-02-18     1238.5  1239.6300  1240.1800  1225.5000  1229.8300\n",
      "1998-02-19    1229.83  1229.8100  1235.4900  1223.9300  1232.5800\n",
      "1998-02-20    1232.58  1234.6000  1237.9200  1224.5800  1226.0200\n",
      "1998-02-23    1226.02  1217.8600  1217.8600  1195.8900  1208.6000\n",
      "1998-02-24     1208.6  1206.9300  1216.3500  1206.0900  1208.2200\n",
      "1998-02-25    1208.22  1208.5200  1209.4900  1191.7500  1194.6700\n",
      "1998-02-26    1194.67  1193.0000  1206.6700  1189.5200  1206.6700\n",
      "1998-02-27    1206.67  1209.4400  1213.7300  1202.8700  1206.5300\n",
      "1998-03-02    1206.53  1196.7400  1205.7500  1182.6100  1188.3100\n",
      "1998-03-03    1188.31  1186.5200  1201.8000  1185.3000  1201.7900\n",
      "1998-03-04    1201.79  1204.9500  1214.0000  1201.2500  1213.2500\n",
      "1998-03-05    1213.25  1217.8500  1219.2800  1206.3700  1207.5400\n",
      "1998-03-06    1207.54  1208.7500  1208.9800  1202.1200  1206.4500\n",
      "1998-03-09    1206.45  1207.9600  1208.6200  1197.5700  1200.8300\n",
      "1998-03-10    1200.83  1199.6300  1205.8300  1186.5500  1199.8300\n",
      "1998-03-11    1199.83  1201.2600  1210.5300  1187.4400  1190.0400\n",
      "1998-03-12    1190.04  1187.5400  1188.2800  1175.5500  1178.9700\n",
      "1998-03-13    1178.97  1177.8200  1184.9600  1176.0100  1184.9600\n",
      "1998-03-16    1184.96  1186.1900  1188.6200  1179.4400  1188.4800\n",
      "1998-03-17    1188.48  1193.6700  1202.8400  1193.2400  1202.8400\n",
      "1998-03-18    1202.84  1204.1000  1204.7400  1191.9100  1193.9100\n",
      "1998-03-19    1193.91  1192.4000  1195.8300  1184.8700  1188.7200\n",
      "1998-03-20    1188.72  1188.6000  1192.3200  1183.2500  1187.5000\n",
      "1998-03-23     1187.5  1186.5600  1186.8600  1178.0400  1179.8700\n",
      "1998-03-24    1179.87  1180.0900  1194.0600  1179.9700  1194.0200\n",
      "1998-03-25    1194.02  1207.6200  1209.7700  1188.8500  1191.5500\n",
      "1998-03-26    1191.55  1191.0000  1193.8200  1186.2200  1188.8700\n",
      "1998-03-27    1188.87  1189.4100  1223.9300  1188.8600  1223.5700\n",
      "1998-03-30    1223.57  1230.9400  1249.4400  1228.3000  1249.4400\n",
      "1998-03-31    1249.44  1251.3400  1252.2400  1238.6400  1243.0200\n",
      "1998-04-01    1243.02  1243.3700  1255.0100  1240.0600  1254.9700\n",
      "1998-04-02    1254.97  1259.5900  1285.0300  1259.5800  1269.0200\n",
      "1998-04-03    1269.02  1268.5700  1286.1100  1266.0300  1286.0800\n",
      "1998-04-06    1286.08  1291.6100  1306.3800  1286.4300  1306.3800\n",
      "1998-04-07    1306.38  1308.5600  1310.2900  1296.5400  1303.1400\n",
      "1998-04-08    1303.14  1303.4100  1322.8300  1302.4100  1322.7900\n",
      "1998-04-09    1322.79  1326.4400  1328.7900  1288.8900  1297.2300\n",
      "1998-04-10    1297.23  1294.6200  1311.5300  1293.5900  1311.5100\n",
      "1998-04-13    1311.51  1319.9500  1326.3000  1311.8300  1318.7500\n",
      "1998-04-14    1318.75  1318.2700  1320.9100  1304.3800  1313.7200\n",
      "1998-04-15    1313.72  1314.1700  1324.7100  1314.0700  1324.7100\n",
      "1998-04-16    1324.71  1324.0400  1326.4200  1312.5700  1316.2500\n",
      "1998-04-17    1316.25  1311.5400  1311.7300  1291.0800  1298.1100\n",
      "1998-04-20    1298.11  1292.1600  1302.9800  1286.5900  1296.0100\n",
      "1998-04-21    1296.01  1296.7700  1307.8600  1295.0600  1305.2200\n",
      "1998-04-22    1305.22  1307.8300  1333.0700  1307.8300  1332.1800\n",
      "1998-04-23    1332.18  1337.4900  1340.2500  1321.0400  1324.5600\n",
      "1998-04-24    1324.56  1324.4600  1331.8600  1313.6100  1315.1700\n",
      "1998-04-27    1315.17  1314.3500  1318.8000  1303.4800  1310.3800\n",
      "1998-04-28    1310.38  1315.3500  1333.0900  1315.3300  1332.9900\n",
      "1998-04-29    1332.99  1337.8900  1341.5800  1328.5600  1332.5000\n",
      "1998-04-30     1332.5  1336.0100  1343.4600  1335.5500  1343.4500\n",
      "1998-05-04    1343.45  1353.0600  1355.5200  1345.3600  1352.9300\n",
      "1998-05-05    1352.93  1355.0500  1356.0600  1346.5900  1352.5200\n",
      "1998-05-06    1352.52  1352.7200  1355.6600  1341.8100  1348.4100\n",
      "1998-05-07    1348.41  1348.8900  1352.5500  1326.6500  1327.8700\n",
      "1998-05-08    1327.87  1324.7400  1357.6000  1324.7200  1357.6000\n",
      "1998-05-11     1357.6  1367.2400  1368.0300  1351.5900  1354.6100\n",
      "1998-05-12    1354.61  1358.9600  1360.0600  1342.7300  1349.6500\n",
      "1998-05-13    1349.65  1351.1800  1369.3000  1351.0000  1369.2600\n",
      "1998-05-14    1369.26  1373.1700  1376.3000  1360.8900  1367.1300\n",
      "1998-05-15    1367.13  1373.4300  1379.1300  1361.8400  1368.0900\n",
      "1998-05-18    1368.09  1373.6700  1376.3800  1360.4700  1368.1800\n",
      "1998-05-19    1368.18  1370.6800  1372.8700  1355.5400  1362.2900\n",
      "1998-05-20    1362.29  1362.6900  1365.1000  1352.1700  1357.4300\n",
      "1998-05-21    1357.43  1356.9600  1367.7200  1350.2600  1366.6600\n",
      "1998-05-22    1366.66  1371.3700  1379.8900  1370.7200  1375.8200\n",
      "1998-05-25    1375.82  1380.1300  1389.6600  1376.2000  1389.3700\n",
      "1998-05-26    1389.37  1392.7500  1394.4400  1383.7600  1390.4200\n",
      "1998-05-27    1390.42  1393.7400  1399.5400  1390.5500  1399.5400\n",
      "1998-05-28    1399.54  1402.8500  1405.5800  1392.9000  1397.9000\n",
      "1998-05-29     1397.9  1402.6800  1411.3500  1402.0200  1411.2100\n",
      "1998-06-01    1411.21  1418.3500  1420.5500  1411.0600  1415.5800\n",
      "1998-06-02    1415.58  1419.2200  1419.5800  1402.6300  1413.0800\n",
      "1998-06-03    1413.08  1415.0200  1421.1200  1413.1100  1420.0000\n",
      "1998-06-04       1420  1420.9900  1422.9800  1402.7500  1406.3000\n",
      "1998-06-05     1406.3  1404.0800  1414.3600  1390.6300  1408.6100\n",
      "1998-06-08    1408.61  1411.9600  1415.1800  1401.0600  1403.7300\n",
      "1998-06-09    1403.73  1400.3500  1400.3500  1357.4700  1369.6500\n",
      "1998-06-10    1369.65  1367.7400  1377.8300  1359.3900  1368.3000\n",
      "1998-06-11     1368.3  1367.5600  1371.1500  1346.0700  1347.6800\n",
      "1998-06-12    1347.68  1373.1100  1383.4700  1365.0800  1383.3900\n",
      "1998-06-15    1383.39  1385.3300  1386.9900  1359.8800  1365.3400\n",
      "1998-06-16    1365.34  1362.5900  1362.5900  1323.5300  1348.5900\n",
      "1998-06-17    1348.59  1349.0000  1356.6600  1344.4400  1348.9400\n",
      "1998-06-18    1348.94  1352.2400  1372.1200  1352.2400  1370.6900\n",
      "1998-06-19    1370.69  1376.1900  1392.8800  1376.1900  1392.8800\n",
      "1998-06-22    1392.88  1400.4700  1401.5100  1392.0600  1399.3600\n",
      "1998-06-23    1399.36  1398.2400  1398.7100  1385.4500  1397.9600\n",
      "1998-06-24    1397.96  1399.7100  1402.1400  1390.8600  1401.7400\n",
      "1998-06-25    1401.74  1402.9500  1404.0500  1377.1800  1382.0400\n",
      "1998-06-26    1382.04  1383.2900  1388.5500  1376.4100  1385.6200\n",
      "1998-06-29    1385.62  1387.0200  1387.1900  1356.2200  1361.4300\n",
      "1998-06-30    1361.43  1360.6200  1363.5900  1335.2100  1339.2000\n",
      "1998-07-01     1339.2  1363.2700  1367.1500  1315.1800  1316.4400\n",
      "1998-07-02    1316.44  1314.1000  1331.6500  1297.0000  1331.6500\n",
      "1998-07-03    1331.65  1335.8400  1341.7300  1327.8000  1335.1300\n",
      "1998-07-06    1335.13  1339.2600  1339.6800  1313.2800  1315.2800\n",
      "1998-07-07    1315.28  1313.6500  1324.4100  1307.9100  1324.4000\n",
      "1998-07-08     1324.4  1326.8200  1339.1600  1326.6300  1338.9800\n",
      "1998-07-09    1338.98  1341.3500  1344.4300  1336.6600  1343.2300\n",
      "1998-07-10    1343.23  1344.7500  1360.6400  1344.6300  1360.6200\n",
      "1998-07-13    1360.62  1362.6900  1363.0000  1352.1600  1358.8100\n",
      "1998-07-14    1358.81  1360.6100  1361.1900  1334.7100  1336.5600\n",
      "1998-07-15    1336.56  1332.4100  1341.6400  1326.3200  1335.4700\n",
      "1998-07-16    1335.47  1335.3000  1337.6400  1317.8900  1325.6300\n",
      "1998-07-17    1325.63  1325.8800  1330.8200  1311.7500  1314.7200\n",
      "1998-07-20    1314.72  1311.0600  1311.1500  1278.3000  1287.0700\n",
      "1998-07-21    1287.07  1285.7900  1318.9300  1284.8000  1313.0100\n",
      "1998-07-22    1313.01  1312.2300  1312.3700  1295.6100  1299.1500\n",
      "1998-07-23    1299.15  1299.2200  1316.2900  1299.1500  1316.2700\n",
      "1998-07-24    1316.27  1317.8500  1330.4900  1317.8500  1326.8200\n",
      "1998-07-27    1326.82  1328.3400  1328.7300  1314.7300  1321.9000\n",
      "1998-07-28     1321.9  1321.6300  1324.2700  1313.2000  1317.9500\n",
      "1998-07-29    1317.95  1317.9300  1321.2600  1308.2600  1311.9400\n",
      "1998-07-30    1311.94  1312.8600  1318.0200  1309.7700  1315.3000\n",
      "1998-07-31     1315.3  1316.3100  1319.3600  1312.3800  1316.9200\n",
      "1998-08-03    1316.92  1315.1400  1315.4700  1299.9300  1302.1000\n",
      "1998-08-04     1302.1  1299.7300  1299.7300  1283.2000  1293.4600\n",
      "1998-08-05    1293.46  1293.7000  1307.4800  1293.1200  1307.4400\n",
      "1998-08-06    1307.44  1310.3000  1312.6000  1292.3900  1294.1600\n",
      "1998-08-07    1294.16  1292.0800  1292.3100  1267.9200  1271.0700\n",
      "1998-08-10    1271.07  1262.0100  1262.0300  1227.4700  1234.5800\n",
      "1998-08-11    1234.58  1230.3800  1241.7800  1206.6400  1207.6700\n",
      "1998-08-12    1207.67  1204.3600  1207.7300  1158.7900  1190.5500\n",
      "1998-08-13    1190.55  1193.3700  1205.8600  1185.5700  1204.1800\n",
      "1998-08-14    1204.18  1202.3800  1202.3800  1165.8700  1168.0300\n",
      "1998-08-17    1168.03  1152.6700  1152.6700  1068.6600  1070.4100\n",
      "1998-08-18    1070.41  1054.1800  1094.3800  1043.0200  1071.3000\n",
      "1998-08-19     1071.3  1072.7400  1126.0800  1072.7200  1126.0800\n",
      "1998-08-20    1126.08  1128.7500  1149.9600  1113.8600  1149.9100\n",
      "1998-08-21    1149.91  1149.6200  1178.7400  1141.5100  1177.6200\n",
      "1998-08-24    1177.62  1178.5500  1190.8800  1166.1400  1178.5500\n",
      "1998-08-25    1178.55  1174.4100  1179.1100  1159.3900  1179.0700\n",
      "1998-08-26    1179.07  1174.8500  1182.3300  1159.5200  1160.2900\n",
      "1998-08-27    1160.29  1152.3600  1154.6900  1142.1700  1145.2200\n",
      "1998-08-28    1145.22  1139.8200  1146.5100  1125.2000  1129.7200\n",
      "1998-08-31    1129.72  1117.9700  1150.2300  1072.4200  1150.2200\n",
      "1998-09-01    1150.22  1142.5000  1163.1700  1123.6400  1143.1300\n",
      "1998-09-02    1143.13  1137.3100  1149.2700  1129.8100  1136.8900\n",
      "1998-09-03    1136.89  1136.4400  1151.0100  1136.1400  1147.2000\n",
      "1998-09-04     1147.2  1148.9500  1169.4700  1148.9400  1163.5300\n",
      "1998-09-07    1163.53  1168.3700  1178.3800  1163.2100  1178.3800\n",
      "1998-09-08    1178.38  1181.0700  1185.1000  1166.6600  1167.6000\n",
      "1998-09-09     1167.6  1165.6600  1190.7400  1162.4700  1190.6800\n",
      "1998-09-10    1190.68  1194.8800  1219.8000  1194.1200  1213.6700\n",
      "1998-09-11    1213.67  1214.8300  1225.1400  1206.6100  1218.0100\n",
      "1998-09-14    1218.01  1219.3200  1239.7700  1214.4400  1239.6100\n",
      "1998-09-15    1239.61  1240.9400  1245.4200  1228.8800  1230.1300\n",
      "1998-09-16    1230.13  1226.9000  1252.2000  1225.2900  1252.1400\n",
      "1998-09-17    1252.14  1257.3800  1264.4000  1226.7200  1233.7000\n",
      "1998-09-18     1233.7  1227.5600  1233.4000  1199.5800  1207.0000\n",
      "1998-09-21       1207  1199.1700  1222.3800  1193.8200  1222.3800\n",
      "1998-09-22    1222.38  1224.4000  1229.6200  1214.0200  1222.6300\n",
      "1998-09-23    1222.63  1223.9900  1233.7900  1222.3600  1229.8600\n",
      "1998-09-24    1229.86  1231.0500  1232.2800  1196.9200  1199.0600\n",
      "1998-09-25    1199.06  1194.3100  1221.5800  1192.0800  1221.5800\n",
      "1998-09-28    1221.58  1224.2700  1239.8000  1217.6500  1230.2100\n",
      "1998-09-29    1230.21  1231.9000  1239.1100  1226.8400  1231.7500\n",
      "1998-09-30    1231.75  1233.5900  1242.9400  1233.4300  1242.9000\n",
      "1998-10-05     1242.9  1245.7400  1246.6000  1231.4000  1234.7800\n",
      "1998-10-06    1234.78  1234.1400  1237.8400  1214.8300  1217.4600\n",
      "1998-10-07    1217.46  1214.3600  1219.1000  1207.9300  1213.7900\n",
      "1998-10-08    1213.79  1215.9500  1228.7300  1215.8700  1228.7100\n",
      "1998-10-09    1228.71  1231.9400  1241.0500  1229.8500  1236.9300\n",
      "1998-10-12    1236.93  1239.5700  1247.2400  1227.8600  1247.1500\n",
      "1998-10-13    1247.15  1250.6800  1257.3500  1239.7700  1244.0700\n",
      "1998-10-14    1244.07  1243.7100  1247.6600  1234.0700  1240.6000\n",
      "1998-10-15     1240.6  1243.2000  1254.8400  1241.2600  1254.8100\n",
      "1998-10-16    1254.81  1259.1400  1263.7100  1249.9300  1251.5300\n",
      "1998-10-19    1251.53  1255.0500  1256.7600  1240.4500  1246.2400\n",
      "1998-10-20    1246.24  1248.2400  1251.4300  1238.3000  1243.6500\n",
      "1998-10-21    1243.65  1243.5400  1243.6000  1206.1200  1207.8300\n",
      "1998-10-22    1207.83  1202.2100  1216.1700  1191.5600  1216.0900\n",
      "1998-10-23    1216.09  1217.1300  1230.8300  1215.4700  1217.4300\n",
      "1998-10-26    1217.43  1215.5600  1215.5600  1195.2400  1208.2700\n",
      "1998-10-27    1208.27  1207.2000  1218.4500  1204.7400  1216.7900\n",
      "1998-10-28    1216.79  1218.5000  1226.1100  1217.2300  1225.9300\n",
      "1998-10-29    1225.93  1226.9200  1229.7400  1214.9200  1216.7600\n",
      "1998-10-30    1216.76  1216.0100  1225.6400  1215.4600  1217.3200\n",
      "1998-11-02    1217.32  1217.3400  1223.5300  1210.8500  1223.4800\n",
      "1998-11-03    1223.48  1225.2600  1236.9700  1225.2200  1236.8700\n",
      "1998-11-04    1236.87  1239.5000  1240.7000  1232.7800  1235.8000\n",
      "1998-11-05     1235.8  1237.5400  1253.3100  1237.5100  1253.2800\n",
      "1998-11-06    1253.28  1258.7000  1267.3900  1257.1700  1259.7700\n",
      "1998-11-09    1259.77  1263.9600  1283.1200  1263.9600  1283.1200\n",
      "1998-11-10    1283.12  1283.9200  1288.7400  1275.1900  1286.5600\n",
      "1998-11-11    1286.56  1287.4200  1288.3500  1278.4700  1286.2000\n",
      "1998-11-12     1286.2  1286.5600  1295.0600  1278.9400  1282.9900\n",
      "1998-11-13    1282.99  1281.9900  1285.9200  1271.3200  1282.5100\n",
      "1998-11-16    1282.51  1284.3400  1293.7600  1281.6000  1293.7400\n",
      "1998-11-17    1293.74  1296.6300  1300.1500  1285.0200  1290.6000\n",
      "1998-11-18     1290.6  1291.0000  1292.9300  1281.6000  1285.5000\n",
      "1998-11-19     1285.5  1283.9600  1284.1400  1274.0900  1275.6100\n",
      "1998-11-20    1275.61  1272.6600  1279.3800  1271.6600  1275.3700\n",
      "1998-11-23    1275.37  1275.9000  1278.0900  1269.1000  1273.7900\n",
      "1998-11-24    1273.79  1274.4500  1282.9300  1274.4100  1278.9200\n",
      "1998-11-25    1278.92  1280.2700  1283.9600  1262.2300  1263.8500\n",
      "1998-11-26    1263.85  1260.0800  1262.7800  1247.8400  1252.8200\n",
      "1998-11-27    1252.82  1252.3700  1259.0400  1242.5700  1245.0800\n",
      "1998-11-30    1245.08  1244.9200  1247.4200  1238.1400  1247.4200\n",
      "1998-12-01    1247.42  1249.0100  1251.8700  1232.0000  1234.3600\n",
      "1998-12-02    1234.36  1233.1600  1236.9700  1222.6500  1236.9700\n",
      "1998-12-03    1236.97  1238.2900  1239.2600  1229.8500  1232.5100\n",
      "1998-12-04    1232.51  1232.4300  1234.6300  1213.5600  1219.2000\n",
      "1998-12-07     1219.2  1234.7600  1237.6900  1207.7600  1209.5400\n",
      "1998-12-08    1209.54  1209.8400  1223.3400  1209.8100  1223.2600\n",
      "1998-12-09    1223.26  1224.3600  1225.9900  1219.0100  1224.0900\n",
      "1998-12-10    1224.09  1224.1500  1224.9300  1203.0700  1204.6400\n",
      "1998-12-11    1204.64  1201.8500  1214.2400  1194.0700  1214.2100\n",
      "1998-12-14    1214.21  1214.6000  1214.6700  1194.6600  1196.3000\n",
      "1998-12-15     1196.3  1193.6400  1194.8900  1173.9200  1194.8400\n",
      "1998-12-16    1194.84  1194.9400  1195.5500  1180.8600  1183.0600\n",
      "1998-12-17    1183.06  1180.1700  1180.1700  1158.5100  1160.0900\n",
      "1998-12-18    1160.09  1155.7500  1167.6400  1150.7200  1155.9200\n",
      "1998-12-21    1155.92  1153.6600  1163.2400  1150.3900  1154.4300\n",
      "1998-12-22    1154.43  1155.6300  1185.9800  1155.6200  1185.9700\n",
      "1998-12-23    1185.97  1186.9800  1187.9100  1170.1600  1172.5100\n",
      "1998-12-24    1172.51  1171.7100  1171.7100  1161.8500  1168.9800\n",
      "1998-12-25    1168.98  1169.6000  1178.9200  1169.5400  1173.9100\n",
      "1998-12-28    1173.91  1175.6300  1179.0000  1157.7000  1159.9400\n",
      "1998-12-29    1159.94  1157.4800  1157.5700  1139.9900  1142.7300\n",
      "1998-12-30    1142.73  1141.8900  1151.7200  1125.5600  1148.2600\n",
      "1998-12-31    1148.26  1149.8300  1153.1500  1140.3600  1146.7000\n",
      "1999-01-04     1146.7  1144.8900  1144.8900  1124.2100  1125.8200\n",
      "1999-01-05    1125.82  1123.7000  1123.7000  1104.5000  1119.9600\n",
      "1999-01-06    1119.96  1120.6700  1137.2100  1120.4000  1132.5900\n",
      "1999-01-07    1132.59  1133.1600  1140.4800  1125.6700  1137.7300\n",
      "1999-01-08    1137.73  1138.7700  1168.8400  1138.7700  1168.8100\n",
      "1999-01-11    1168.81  1169.9100  1174.4300  1158.5400  1172.8100\n",
      "1999-01-12    1172.81  1171.7400  1171.8700  1158.3000  1158.8700\n",
      "1999-01-13    1158.87  1153.2900  1159.9400  1144.4500  1148.1500\n",
      "1999-01-14    1148.15  1145.9000  1153.1000  1142.3500  1148.6500\n",
      "1999-01-15    1148.65  1149.7800  1150.6700  1136.3000  1137.3100\n",
      "1999-01-18    1137.31  1135.0900  1153.4200  1126.7100  1153.1200\n",
      "1999-01-19    1153.12  1154.1600  1160.2600  1149.3700  1158.5500\n",
      "1999-01-20    1158.55  1159.0300  1162.9700  1148.8100  1151.3700\n",
      "1999-01-21    1151.37  1150.3000  1158.5100  1145.3000  1158.5000\n",
      "1999-01-22     1158.5  1159.9200  1168.1800  1157.1500  1162.3500\n",
      "1999-01-25    1162.35  1161.9800  1162.4400  1146.9700  1148.1200\n",
      "1999-01-26    1148.12  1145.0700  1146.1200  1132.9500  1138.2100\n",
      "1999-01-27    1138.21  1137.6900  1146.5000  1134.1300  1146.4900\n",
      "1999-01-28    1146.49  1147.8700  1150.5800  1137.1200  1140.9700\n",
      "1999-01-29    1140.97  1139.8400  1140.1300  1130.3300  1134.6700\n",
      "1999-02-01    1134.67  1131.6500  1131.6600  1118.5500  1120.5300\n",
      "1999-02-02    1120.53  1119.7800  1126.4100  1114.7900  1126.4000\n",
      "1999-02-03     1126.4  1126.8400  1127.2700  1115.1300  1116.8700\n",
      "1999-02-04    1116.87  1114.6500  1114.6900  1102.4900  1103.5000\n",
      "1999-02-05     1103.5  1101.4800  1101.4800  1079.2200  1081.4400\n",
      "1999-02-08    1081.44  1076.8200  1082.4600  1064.1700  1065.8200\n",
      "1999-02-09    1065.82  1065.9100  1090.1700  1065.9100  1090.0900\n",
      "1999-03-01    1090.09  1092.1400  1098.3600  1084.1600  1097.9700\n",
      "1999-03-02    1097.97  1098.2900  1103.2500  1090.0400  1100.9200\n",
      "1999-03-03    1100.92  1101.1300  1128.7800  1101.0700  1128.7400\n",
      "1999-03-04    1128.74  1130.3400  1133.7300  1120.7100  1128.9500\n",
      "1999-03-05    1128.95  1128.6200  1137.9600  1124.0900  1132.3600\n",
      "1999-03-08    1132.36  1133.5100  1142.1500  1128.3900  1142.1100\n",
      "1999-03-09    1142.11  1143.1000  1145.7100  1135.3700  1136.9400\n",
      "1999-03-10    1136.94  1136.0200  1136.0800  1127.1700  1132.7400\n",
      "1999-03-11    1132.74  1133.2900  1153.8400  1133.1500  1149.9200\n",
      "1999-03-12    1149.92  1151.9900  1158.7100  1148.6600  1158.7000\n",
      "1999-03-15     1158.7  1161.4900  1169.7000  1159.1400  1164.6400\n",
      "1999-03-16    1164.64  1164.7900  1166.9600  1155.9300  1166.9300\n",
      "1999-03-17    1166.93  1167.7200  1173.0400  1158.5900  1159.1000\n",
      "1999-03-18     1159.1  1155.2700  1160.6800  1147.5700  1151.9900\n",
      "1999-03-19    1151.99  1150.6100  1172.9200  1150.3400  1172.9200\n",
      "1999-03-22    1172.92  1175.6700  1179.6500  1168.3400  1172.7400\n",
      "1999-03-23    1172.74  1172.9800  1174.4800  1163.2800  1170.9500\n",
      "1999-03-24    1170.95  1171.3000  1177.3400  1167.1000  1169.0300\n",
      "1999-03-25    1169.03  1167.8600  1167.8800  1155.0100  1156.8500\n",
      "1999-03-26    1156.85  1155.3500  1162.4200  1154.9400  1161.1200\n",
      "1999-03-29    1161.12  1160.5800  1169.5000  1158.0900  1169.4900\n",
      "1999-03-30    1169.49  1171.1300  1173.6600  1156.0500  1157.5100\n",
      "1999-03-31    1157.51  1156.3700  1159.5300  1150.8200  1158.0500\n",
      "1999-04-01    1158.05  1158.6800  1168.5300  1158.4400  1168.5000\n",
      "1999-04-02     1168.5  1170.7600  1184.4300  1170.3100  1184.4000\n",
      "1999-04-05     1184.4  1188.9300  1194.5100  1187.0600  1194.4700\n",
      "1999-04-06    1194.47  1195.9500  1199.8400  1191.5800  1199.6000\n",
      "1999-04-07     1199.6  1200.2200  1202.3200  1193.7300  1201.6300\n",
      "1999-04-08    1201.63  1203.0200  1205.4100  1192.4600  1202.4700\n",
      "1999-04-09    1202.47  1203.4400  1210.1000  1196.7400  1205.1400\n",
      "1999-04-12    1205.14  1205.3200  1205.6800  1193.6600  1195.3400\n",
      "1999-04-13    1195.34  1192.1500  1193.3300  1174.1300  1178.1900\n",
      "1999-04-14    1178.19  1176.7700  1184.1800  1174.2700  1181.5200\n",
      "1999-04-15    1181.52  1182.2000  1185.5900  1168.5900  1170.6200\n",
      "1999-04-16    1170.62  1168.9100  1175.0300  1162.3100  1166.2400\n",
      "1999-04-19    1166.24  1164.6200  1166.0400  1156.6100  1159.4700\n",
      "1999-04-20    1159.47  1160.0500  1171.6000  1159.5600  1171.6000\n",
      "1999-04-21     1171.6  1171.9500  1173.5300  1143.0500  1144.0700\n",
      "1999-04-22    1144.07  1137.9100  1140.9000  1110.6500  1137.1600\n",
      "1999-04-23    1137.16  1137.6100  1144.7800  1135.6100  1140.0000\n",
      "1999-04-26       1140  1139.6500  1140.1700  1111.9900  1112.7900\n",
      "1999-04-27    1112.79  1108.9100  1108.9100  1089.7600  1091.6900\n",
      "1999-04-28    1091.69  1090.8700  1112.2900  1087.7900  1091.0900\n",
      "1999-04-29    1091.09  1091.0600  1116.4200  1090.5600  1116.4000\n",
      "1999-04-30     1116.4  1116.1100  1122.2200  1114.1800  1120.9300\n",
      "1999-05-04    1120.93  1120.9100  1121.9100  1108.8900  1111.7600\n",
      "1999-05-05    1111.76  1110.9400  1116.9600  1105.3500  1116.9300\n",
      "1999-05-06    1116.93  1116.8600  1128.9000  1116.6400  1128.2200\n",
      "1999-05-07    1128.22  1129.5300  1131.4900  1117.9400  1120.7400\n",
      "1999-05-10    1120.74  1107.3700  1107.3700  1065.1800  1071.9300\n",
      "1999-05-11    1071.93  1072.0400  1095.4100  1072.0400  1095.4000\n",
      "1999-05-12     1095.4  1096.7400  1104.8100  1092.7900  1100.0000\n",
      "1999-05-13       1100  1100.8600  1101.3600  1086.4600  1088.8600\n",
      "1999-05-14    1088.86  1087.9400  1088.0000  1060.5000  1063.2800\n",
      "1999-05-17    1063.28  1057.4800  1072.1700  1047.8300  1065.5600\n",
      "1999-05-18    1065.56  1066.5200  1075.6500  1058.3900  1059.8700\n",
      "1999-05-19    1059.87  1058.7000  1109.1200  1057.7200  1109.0900\n",
      "1999-05-20    1109.09  1114.6600  1147.7300  1113.3200  1147.7100\n",
      "1999-05-21    1147.71  1154.8100  1170.1400  1152.2600  1168.7200\n",
      "1999-05-24    1168.72  1173.1300  1215.2200  1164.8900  1213.6500\n",
      "1999-05-25    1213.65  1223.1300  1244.8400  1198.0700  1202.8800\n",
      "1999-05-26    1202.88  1199.2200  1236.1400  1195.8400  1236.0500\n",
      "1999-05-27    1236.05  1247.3200  1283.0300  1247.3200  1283.0200\n",
      "1999-05-28    1283.02  1291.9600  1294.6400  1260.7100  1277.1500\n",
      "1999-05-31    1277.15  1287.0800  1303.4800  1253.2500  1279.3300\n",
      "1999-06-01    1279.33  1283.3000  1311.6000  1276.1200  1311.5900\n",
      "1999-06-02    1311.59  1319.8300  1330.2800  1287.0100  1287.9300\n",
      "1999-06-03    1287.93  1280.4800  1286.9100  1259.0100  1268.3200\n",
      "1999-06-04    1268.32  1271.1700  1288.0000  1271.1600  1285.5800\n",
      "1999-06-07    1285.58  1287.4600  1326.6100  1285.1500  1326.5200\n",
      "1999-06-08    1326.52  1336.0300  1341.6400  1319.5000  1333.6400\n",
      "1999-06-09    1333.64  1334.8500  1350.1400  1323.9900  1348.6100\n",
      "1999-06-10    1348.61  1371.0000  1382.0700  1353.5600  1364.3500\n",
      "1999-06-11    1364.35  1364.2800  1376.7800  1359.2800  1370.3900\n",
      "1999-06-14    1370.39  1382.5300  1427.7700  1382.5300  1427.7100\n",
      "1999-06-15    1427.71  1453.3300  1477.1400  1366.6500  1387.5900\n",
      "1999-06-16    1387.59  1402.3500  1460.1700  1402.3000  1460.1700\n",
      "1999-06-17    1460.17  1483.0600  1501.0200  1450.2000  1501.0100\n",
      "1999-06-18    1501.01  1511.8800  1516.1300  1480.9800  1498.9100\n",
      "1999-06-21    1498.91  1506.8300  1546.6100  1503.4000  1546.4100\n",
      "1999-06-22    1546.41  1551.8800  1564.4500  1524.4900  1564.4400\n",
      "1999-06-23    1564.44  1571.2700  1606.5000  1566.6300  1606.5000\n",
      "1999-06-24     1606.5  1615.6300  1654.5500  1611.9800  1654.1100\n",
      "1999-06-25    1654.11  1665.9800  1705.2100  1591.0800  1593.8600\n",
      "1999-06-28    1593.86  1606.2800  1693.1600  1606.2800  1693.1600\n",
      "1999-06-29    1693.16  1722.7400  1742.1500  1691.3400  1739.2000\n",
      "1999-06-30     1739.2  1755.5600  1756.1800  1666.0100  1689.4300\n",
      "1999-07-01    1689.43  1678.8400  1678.8400  1540.0300  1560.7900\n",
      "1999-07-02    1560.79  1570.5600  1620.5400  1532.4400  1613.5300\n",
      "1999-07-05    1613.53  1627.2500  1630.3800  1573.7300  1581.8200\n",
      "1999-07-06    1581.82  1568.8300  1580.2300  1504.3700  1517.2500\n",
      "1999-07-07    1517.25  1515.1600  1568.6700  1507.5500  1568.6500\n",
      "1999-07-08    1568.65  1579.1400  1591.1300  1560.4300  1577.9900\n",
      "1999-07-09    1577.99  1577.7900  1594.5800  1563.1600  1584.7500\n",
      "1999-07-12    1584.75  1588.3800  1589.9000  1545.5600  1559.7300\n",
      "1999-07-13    1559.73  1547.3400  1547.3400  1511.4300  1524.8200\n",
      "1999-07-14    1524.82  1526.9800  1559.6600  1526.2200  1559.5200\n",
      "1999-07-15    1559.52  1565.0400  1567.8300  1545.0700  1549.3400\n",
      "1999-07-16    1549.34  1547.4600  1547.6100  1512.7800  1519.7400\n",
      "1999-07-19    1519.74  1500.4500  1509.9900  1473.2300  1479.0800\n",
      "1999-07-20    1479.08  1476.0300  1574.7500  1471.5100  1574.6000\n",
      "1999-07-21     1574.6  1586.8800  1626.9500  1573.7000  1609.8100\n",
      "1999-07-22    1609.81  1606.8600  1606.8600  1548.4900  1550.7300\n",
      "1999-07-23    1550.73  1552.2400  1597.1800  1552.2400  1585.9800\n",
      "1999-07-26    1585.98  1592.4100  1607.0700  1587.3800  1602.0300\n",
      "1999-07-27    1602.03  1605.3700  1607.0500  1580.8200  1590.7100\n",
      "1999-07-28    1590.71  1592.4500  1609.7900  1584.2500  1597.2000\n",
      "1999-07-29     1597.2  1610.1200  1615.7500  1585.8400  1595.8600\n",
      "1999-07-30    1595.86  1599.9400  1605.2700  1587.3400  1601.4600\n",
      "1999-08-02    1601.46  1607.0600  1622.3800  1603.3700  1616.2800\n",
      "1999-08-03    1616.28  1622.3000  1626.9100  1609.1200  1626.8400\n",
      "1999-08-04    1626.84  1630.9900  1649.2600  1630.9900  1649.1300\n",
      "1999-08-05    1649.13  1654.5300  1658.6900  1641.8600  1653.5400\n",
      "1999-08-06    1653.54  1655.3100  1656.5900  1601.8400  1646.5900\n",
      "1999-08-09    1646.59  1650.2800  1651.6300  1624.7200  1628.8400\n",
      "1999-08-10    1628.84  1622.9700  1623.0300  1597.2200  1602.1500\n",
      "1999-08-11    1602.15  1598.0200  1607.6800  1574.7100  1583.4000\n",
      "1999-08-12     1583.4  1583.5100  1594.8900  1566.7100  1575.6400\n",
      "1999-08-13    1575.64  1581.2300  1591.4900  1569.3000  1571.9000\n",
      "1999-08-16     1571.9  1568.9000  1570.2100  1546.8400  1560.0700\n",
      "1999-08-17    1560.07  1562.5600  1596.1500  1562.5600  1576.4000\n",
      "1999-08-18     1576.4  1578.2600  1582.0200  1555.9800  1581.9300\n",
      "1999-08-19    1581.93  1587.9000  1645.8400  1587.8700  1637.7400\n",
      "1999-08-20    1637.74  1645.5400  1651.1700  1627.0400  1628.9300\n",
      "1999-08-23    1628.93  1631.4300  1645.0000  1626.9500  1645.0000\n",
      "1999-08-24       1645  1650.5400  1655.1400  1638.9600  1648.4700\n",
      "1999-08-25    1648.47  1649.6100  1651.0900  1618.5400  1625.7700\n",
      "1999-08-26    1625.77  1622.1700  1638.2300  1615.8600  1638.2300\n",
      "1999-08-27    1638.23  1642.0600  1644.4700  1627.2600  1633.9000\n",
      "1999-08-30     1633.9  1635.5500  1637.3100  1614.4500  1619.0400\n",
      "1999-08-31    1619.04  1622.8800  1630.0100  1609.8000  1627.1200\n",
      "1999-09-01    1627.12  1627.8200  1629.0800  1595.9600  1599.5500\n",
      "1999-09-02    1599.55  1591.5800  1614.1100  1572.4200  1611.9600\n",
      "1999-09-03    1611.96  1613.3000  1614.4100  1583.4500  1587.8900\n",
      "1999-09-06    1587.89  1577.5100  1577.5600  1556.8300  1560.6800\n",
      "1999-09-07    1560.68  1558.8600  1574.6500  1556.7400  1562.7900\n",
      "1999-09-08    1562.79  1563.6200  1581.9300  1563.6100  1571.6000\n",
      "1999-09-09     1571.6  1590.7100  1675.2600  1590.7000  1675.1200\n",
      "1999-09-10    1675.12  1690.0300  1695.6400  1656.7200  1659.9300\n",
      "1999-09-13    1659.93  1664.5100  1671.6400  1656.1700  1670.1400\n",
      "1999-09-14    1670.14  1675.7100  1681.8500  1668.1300  1672.8900\n",
      "1999-09-15    1672.89  1675.1900  1679.1300  1657.7900  1662.8000\n",
      "1999-09-16     1662.8  1662.4600  1664.9600  1643.9800  1645.5100\n",
      "1999-09-17    1645.51  1644.8000  1662.1600  1636.4800  1648.5600\n",
      "1999-09-20    1648.56  1649.1200  1651.5400  1628.8900  1633.8400\n",
      "1999-09-21    1633.84  1630.0200  1630.2700  1617.8100  1625.5900\n",
      "1999-09-22    1625.59  1625.1600  1632.4100  1613.5800  1617.0600\n",
      "1999-09-23    1617.06  1618.7700  1622.6700  1597.1200  1604.2000\n",
      "1999-09-24     1604.2  1609.8300  1631.4000  1609.8300  1619.3300\n",
      "1999-09-27    1619.33  1624.4600  1629.1900  1598.7000  1602.1600\n",
      "1999-09-28    1602.16  1602.7900  1606.0200  1586.5500  1591.4300\n",
      "1999-09-29    1591.43  1593.7200  1608.6000  1581.0000  1584.9500\n",
      "1999-09-30    1584.95  1588.9900  1595.0100  1567.7200  1570.7000\n",
      "1999-10-08     1570.7  1568.2400  1568.3800  1531.8000  1534.5200\n",
      "1999-10-11    1534.52  1529.2200  1538.3400  1516.6200  1522.4800\n",
      "1999-10-12    1522.48  1526.4500  1538.2800  1526.4500  1537.8000\n",
      "1999-10-13     1537.8  1540.6000  1544.4500  1504.3900  1507.4200\n",
      "1999-10-14    1507.42  1504.5000  1535.2400  1494.9400  1508.7300\n",
      "1999-10-15    1508.73  1515.9100  1550.7100  1515.9100  1543.8000\n",
      "1999-10-18     1543.8  1547.2700  1549.3700  1499.4600  1501.6600\n",
      "1999-10-19    1501.66  1493.4700  1493.4900  1468.1000  1470.9000\n",
      "1999-10-20     1470.9  1469.2800  1490.7600  1463.4300  1485.8300\n",
      "1999-10-21    1485.83  1486.9200  1488.0100  1452.7100  1458.5300\n",
      "1999-10-22    1458.53  1457.6300  1512.9300  1457.5000  1497.4600\n",
      "1999-10-25    1497.46  1499.1400  1499.3800  1465.1400  1468.2700\n",
      "1999-10-26    1468.27  1467.5200  1496.4500  1467.5100  1482.6700\n",
      "1999-10-27    1482.67  1509.6400  1537.3000  1504.9900  1536.8200\n",
      "1999-10-28    1536.82  1541.2900  1542.0500  1507.7900  1514.5300\n",
      "1999-10-29    1514.53  1515.1800  1520.4700  1494.7100  1504.5600\n",
      "1999-11-01    1504.56  1501.7300  1506.9900  1488.2300  1493.1000\n",
      "1999-11-02     1493.1  1491.7600  1499.8700  1481.5700  1487.4700\n",
      "1999-11-03    1487.47  1488.3700  1492.3100  1472.7300  1475.6800\n",
      "1999-11-04    1475.68  1474.1300  1474.1300  1457.1400  1464.8300\n",
      "1999-11-05    1464.83  1464.6000  1478.8300  1460.6700  1465.2300\n",
      "1999-11-08    1465.23  1464.4900  1477.1300  1458.6500  1471.3800\n",
      "1999-11-09    1471.38  1474.0000  1479.8300  1461.4800  1464.0300\n",
      "1999-11-10    1464.03  1463.6900  1463.7300  1436.7400  1450.1500\n",
      "1999-11-11    1450.15  1449.6200  1459.4500  1440.9800  1443.9000\n",
      "1999-11-12     1443.9  1446.2600  1452.9300  1444.1300  1450.3300\n",
      "1999-11-15    1450.33  1451.5500  1454.0900  1436.6800  1451.5400\n",
      "1999-11-16    1451.54  1463.3400  1469.6000  1428.7500  1431.3200\n",
      "1999-11-17    1431.32  1429.7100  1462.8500  1427.3600  1462.7900\n",
      "1999-11-18    1462.79  1466.4900  1498.0800  1454.4700  1482.4500\n",
      "1999-11-19    1482.45  1485.0500  1489.9000  1466.3500  1468.4700\n",
      "1999-11-22    1468.47  1468.2200  1468.9400  1457.6100  1464.5900\n",
      "1999-11-23    1464.59  1464.9300  1471.9100  1461.3800  1466.4300\n",
      "1999-11-24    1466.43  1466.0900  1467.8400  1451.0300  1454.5800\n",
      "1999-11-25    1454.58  1451.8800  1451.8900  1439.9400  1444.2400\n",
      "1999-11-26    1444.24  1443.4400  1449.0300  1441.5200  1444.5100\n",
      "1999-11-29    1444.51  1444.0100  1444.5900  1432.9600  1435.4700\n",
      "1999-11-30    1435.47  1433.9000  1439.6100  1429.5500  1434.9700\n",
      "1999-12-01    1434.97  1434.9800  1447.6800  1432.9500  1447.1200\n",
      "1999-12-02    1447.12  1446.6900  1447.8100  1433.5400  1435.8400\n",
      "1999-12-03    1435.84  1436.0200  1440.5400  1430.6600  1437.2300\n",
      "1999-12-06    1437.23  1436.8000  1437.1800  1422.7300  1426.9900\n",
      "1999-12-07    1426.99  1426.6900  1438.0400  1424.7600  1428.2600\n",
      "1999-12-08    1428.26  1428.7700  1430.9800  1422.0500  1424.8500\n",
      "1999-12-09    1424.85  1424.9100  1424.9100  1413.6300  1416.7300\n",
      "1999-12-10    1416.73  1416.3700  1429.0100  1413.4500  1428.9400\n",
      "1999-12-13    1428.94  1429.1900  1430.4100  1415.2900  1417.1100\n",
      "1999-12-14    1417.11  1415.7100  1422.3600  1411.0700  1422.2600\n",
      "1999-12-15    1422.26  1423.7600  1461.9000  1423.7400  1451.0600\n",
      "1999-12-16    1451.06  1451.7200  1451.9400  1432.8300  1434.8700\n",
      "1999-12-17    1434.87  1434.6300  1438.2200  1416.7400  1419.5500\n",
      "1999-12-21    1419.55  1416.5000  1416.5000  1388.0600  1395.5000\n",
      "1999-12-22     1395.5  1393.8300  1397.1700  1383.5700  1387.5100\n",
      "1999-12-23    1387.51  1386.7900  1387.1900  1364.9200  1369.4600\n",
      "1999-12-24    1369.46  1367.6900  1375.9200  1352.1000  1355.3700\n",
      "1999-12-27    1355.37  1353.5300  1359.0800  1341.0500  1345.3500\n",
      "1999-12-28    1345.35  1346.4500  1368.2500  1342.9400  1348.8200\n",
      "1999-12-29    1348.82  1350.2700  1358.1400  1341.9300  1356.9300\n",
      "1999-12-30    1356.93  1357.8200  1366.6800  1357.8200  1366.5800\n",
      "2000-01-04    1366.58  1368.6900  1407.5200  1361.2100  1406.3700\n",
      "2000-01-05    1406.37  1407.8300  1433.7800  1398.3200  1409.6800\n",
      "2000-01-06    1409.68  1406.0400  1463.9500  1400.2500  1463.9400\n",
      "2000-01-07    1463.94  1477.1500  1522.8300  1477.1500  1516.6000\n",
      "2000-01-10     1516.6  1531.7100  1546.7200  1506.4000  1545.1100\n",
      "2000-01-11    1545.11  1547.6800  1547.7100  1468.7600  1479.7800\n",
      "2000-01-12    1479.78  1473.7600  1489.2800  1435.0000  1438.0200\n",
      "2000-01-13    1438.02  1437.4500  1444.0700  1418.8100  1424.4400\n",
      "2000-01-14    1424.44  1426.2200  1433.4700  1401.7100  1408.8500\n",
      "2000-01-17    1408.85  1408.9900  1433.3800  1402.6600  1433.3300\n",
      "2000-01-18    1433.33  1436.8900  1443.5900  1421.6400  1426.6200\n",
      "2000-01-19    1426.62  1425.8700  1443.6700  1425.1400  1440.7200\n",
      "2000-01-20    1440.72  1443.0900  1466.9000  1443.0900  1466.8600\n",
      "2000-01-21    1466.86  1471.9000  1476.4600  1458.9200  1465.0900\n",
      "2000-01-24    1465.09  1465.8600  1477.4100  1449.4700  1477.3400\n",
      "2000-01-25    1477.34  1483.0300  1490.4600  1467.4400  1476.5100\n",
      "2000-01-26    1476.51  1477.3000  1482.4600  1469.9800  1481.1200\n",
      "2000-01-27    1481.12  1490.4500  1506.9200  1485.2300  1506.7700\n",
      "2000-01-28    1506.77  1514.5600  1536.3500  1510.7400  1535.0000\n",
      "2000-02-14       1535  1591.4400  1674.1300  1587.8200  1673.9400\n",
      "2000-02-15    1673.94  1709.2200  1746.4400  1663.0100  1670.6700\n",
      "2000-02-16    1670.67  1674.9400  1695.8800  1649.7000  1693.1100\n",
      "2000-02-17    1693.11  1734.2700  1770.8800  1615.6300  1640.6500\n",
      "2000-02-18    1640.65  1623.9600  1668.1600  1583.5800  1668.0900\n",
      "2000-02-21    1668.09  1681.3600  1697.0100  1652.4800  1677.1400\n",
      "2000-02-22    1677.14  1681.3000  1687.5100  1627.4700  1632.2900\n",
      "2000-02-23    1632.29  1618.0100  1630.5500  1586.6300  1594.9300\n",
      "2000-02-24    1594.93  1593.9500  1634.3200  1593.9300  1634.3100\n",
      "2000-02-25    1634.31  1639.9200  1650.3700  1618.1800  1631.5800\n",
      "2000-02-28    1631.58  1639.8000  1704.8800  1639.7000  1704.8600\n",
      "2000-02-29    1704.86  1728.1400  1733.1400  1678.3500  1714.5800\n",
      "2000-03-01    1714.58  1720.6000  1721.1400  1692.5100  1697.7400\n",
      "2000-03-02    1697.74  1697.5600  1721.6000  1682.5400  1713.0100\n",
      "2000-03-03    1713.01  1728.3600  1750.6400  1721.7000  1738.0200\n",
      "2000-03-06    1738.02  1756.3100  1762.8300  1678.7400  1681.0900\n",
      "2000-03-07    1681.09  1661.9500  1694.8900  1654.4400  1694.8000\n",
      "2000-03-08     1694.8  1699.4600  1726.0400  1690.1200  1726.0300\n",
      "2000-03-09    1726.03  1734.7700  1741.2200  1714.9200  1732.3500\n",
      "2000-03-10    1732.35  1731.9400  1743.1400  1701.7900  1705.0500\n",
      "2000-03-13    1705.05  1706.7700  1729.0100  1706.3500  1728.8800\n",
      "2000-03-14    1728.88  1690.6500  1700.3700  1636.8900  1685.3500\n",
      "2000-03-15    1685.35  1680.3000  1695.1600  1676.5400  1681.4700\n",
      "2000-03-16    1681.47  1671.1000  1671.1800  1596.0700  1607.5300\n",
      "2000-03-17    1607.53  1602.3600  1661.9800  1602.3400  1658.6000\n",
      "2000-03-20     1658.6  1646.3100  1699.2800  1641.7700  1699.2500\n",
      "2000-03-21    1699.25  1704.0900  1713.2000  1692.6800  1710.3200\n",
      "2000-03-22    1710.32  1713.2400  1726.5900  1711.1600  1720.4500\n",
      "2000-03-23    1720.45  1724.1900  1747.2800  1711.4000  1747.2400\n",
      "2000-03-24    1747.24  1761.4400  1770.2600  1729.4800  1730.5000\n",
      "2000-03-27     1730.5  1736.7000  1776.0200  1736.7000  1775.9100\n",
      "2000-03-28    1775.91  1788.8300  1799.9500  1774.4800  1791.4400\n",
      "2000-03-29    1791.44  1797.8800  1803.8300  1763.6200  1788.8100\n",
      "2000-03-30    1788.81  1793.6800  1811.0600  1790.8500  1810.9800\n",
      "2000-03-31    1810.98  1810.5500  1810.9000  1780.4100  1800.2200\n",
      "2000-04-03    1800.22  1799.5800  1816.8600  1798.2500  1801.0000\n",
      "2000-04-04       1801  1795.1600  1795.1600  1755.9800  1760.6900\n",
      "2000-04-05    1760.69  1756.3000  1776.7100  1746.3000  1771.2000\n",
      "2000-04-06     1771.2  1775.7800  1809.1700  1775.6800  1809.1400\n",
      "2000-04-07    1809.14  1816.7900  1822.6200  1807.5400  1819.9000\n",
      "2000-04-10     1819.9  1826.6100  1831.8500  1815.9900  1826.0600\n",
      "2000-04-11    1826.06  1826.4000  1828.0600  1812.0100  1821.1700\n",
      "2000-04-12    1821.17  1822.4000  1823.8300  1785.3300  1807.3300\n",
      "2000-04-13    1807.33  1807.8400  1832.0800  1807.7100  1831.5500\n",
      "2000-04-14    1831.55  1835.8600  1840.1900  1820.6700  1833.6600\n",
      "2000-04-17    1833.66  1829.6200  1829.9300  1778.8800  1795.0600\n",
      "2000-04-18    1795.06  1794.3400  1813.5700  1779.2900  1813.4900\n",
      "2000-04-19    1813.49  1819.0800  1831.5700  1817.2100  1828.7100\n",
      "2000-04-20    1828.71  1831.6600  1847.5100  1831.4800  1847.0300\n",
      "2000-04-21    1847.03  1851.3100  1858.2700  1834.8500  1841.0600\n",
      "2000-04-24    1841.06  1844.6900  1848.9700  1827.1700  1837.4000\n",
      "2000-04-25     1837.4  1838.0500  1841.8600  1815.6300  1833.4700\n",
      "2000-04-26    1833.47  1835.6700  1842.8900  1826.3900  1832.7800\n",
      "2000-04-27    1832.78  1835.6000  1840.5700  1803.5800  1806.8300\n",
      "2000-04-28    1806.83  1805.5000  1836.3300  1797.7100  1836.3200\n",
      "2000-05-08    1836.32  1848.1700  1852.9000  1828.1000  1836.6400\n",
      "2000-05-09    1836.64  1839.0000  1839.2900  1799.8200  1806.6400\n",
      "2000-05-10    1806.64  1801.4300  1801.6400  1750.0100  1752.6900\n",
      "2000-05-11    1752.69  1750.8600  1762.1300  1718.8900  1724.0500\n",
      "2000-05-12    1724.05  1725.8700  1740.9500  1715.0600  1720.6100\n",
      "2000-05-15    1720.61  1722.6300  1726.7200  1695.5300  1704.5900\n",
      "2000-05-16    1704.59  1706.7300  1725.9000  1706.7300  1724.5400\n",
      "2000-05-17    1724.54  1727.4300  1736.2700  1722.7100  1725.4000\n",
      "2000-05-18     1725.4  1725.6000  1758.5400  1719.8400  1758.5400\n",
      "2000-05-19    1758.54  1761.7900  1777.9800  1754.8800  1777.8300\n",
      "2000-05-22    1777.83  1785.8900  1830.9300  1783.3000  1824.7400\n",
      "2000-05-23    1824.74  1834.4400  1836.9900  1811.5800  1832.0800\n",
      "2000-05-24    1832.08  1835.5600  1861.4800  1831.8400  1855.4900\n",
      "2000-05-25    1855.49  1866.5600  1880.7200  1860.7800  1880.7000\n",
      "2000-05-26     1880.7  1885.7500  1890.6900  1860.9200  1879.6200\n",
      "2000-05-29    1879.62  1885.5500  1900.6700  1882.7400  1898.7500\n",
      "2000-05-30    1898.75  1903.5300  1908.3100  1868.6100  1877.4700\n",
      "2000-05-31    1877.47  1875.4600  1894.5800  1869.3400  1894.5500\n",
      "2000-06-01    1894.55  1900.5300  1906.8200  1889.9900  1903.4900\n",
      "2000-06-02    1903.49  1906.1600  1916.2500  1897.7100  1916.2500\n",
      "2000-06-05    1916.25  1921.9700  1930.3400  1889.8200  1899.0900\n",
      "2000-06-06    1899.09  1898.5900  1925.5500  1891.6600  1925.5400\n",
      "2000-06-07    1925.54  1934.3800  1940.2200  1921.3800  1935.0300\n",
      "2000-06-08    1935.03  1937.1900  1938.5500  1913.3700  1925.2100\n",
      "2000-06-09    1925.21  1926.1500  1929.9500  1896.0600  1900.7900\n",
      "2000-06-12    1900.79  1896.4300  1912.5900  1884.6200  1912.5600\n",
      "2000-06-13    1912.56  1918.1900  1938.6700  1917.1900  1938.6700\n",
      "2000-06-14    1938.67  1944.4400  1949.1700  1929.7100  1932.2900\n",
      "2000-06-15    1932.29  1933.0600  1942.3300  1925.9100  1942.2900\n",
      "2000-06-16    1942.29  1945.7000  1947.4600  1919.4000  1926.9400\n",
      "2000-06-19    1926.94  1924.6900  1926.9800  1910.4700  1915.2000\n",
      "2000-06-20     1915.2  1913.0700  1913.0700  1888.0800  1895.3500\n",
      "2000-06-21    1895.35  1894.7800  1913.1500  1894.6300  1913.1300\n",
      "2000-06-22    1913.13  1918.1600  1921.1500  1906.3000  1913.9000\n",
      "2000-06-23     1913.9  1915.3100  1939.6300  1913.6500  1939.6300\n",
      "2000-06-26    1939.63  1946.7000  1953.3400  1943.2500  1948.6400\n",
      "2000-06-27    1948.64  1949.7800  1952.4500  1938.1300  1942.9000\n",
      "2000-06-28     1942.9  1943.9800  1953.0600  1940.0500  1947.4800\n",
      "2000-06-29    1947.48  1949.8500  1951.1300  1924.4700  1937.2600\n",
      "2000-06-30    1937.26  1937.8400  1941.4000  1924.9700  1928.1100\n",
      "2000-07-03    1928.11  1917.4400  1917.4500  1890.5300  1895.6400\n",
      "2000-07-04    1895.64  1891.2000  1907.9400  1888.2500  1907.9300\n",
      "2000-07-05    1907.93  1910.4200  1918.9100  1904.4700  1909.1900\n",
      "2000-07-06    1909.19  1909.2400  1910.0500  1896.6600  1902.5500\n",
      "2000-07-07    1902.55  1904.0900  1932.8300  1904.0900  1932.7900\n",
      "2000-07-10    1932.79  1938.8400  1948.0600  1932.9500  1948.0200\n",
      "2000-07-11    1948.02  1952.2600  1960.6000  1947.6700  1960.5400\n",
      "2000-07-12    1960.54  1965.2300  1974.4100  1960.3500  1973.3700\n",
      "2000-07-13    1973.37  1978.5500  1984.0700  1963.5500  1979.2000\n",
      "2000-07-14     1979.2  1981.7800  1987.2200  1972.6200  1987.1900\n",
      "2000-07-17    1987.19  1992.8900  1997.9400  1980.2200  1982.4800\n",
      "2000-07-18    1982.48  1982.5000  1993.9900  1981.7400  1993.9900\n",
      "2000-07-19    1993.99  2000.3300  2004.4600  1987.4200  1998.4300\n",
      "2000-07-20    1998.43  1999.0900  2003.8000  1979.8800  1991.5600\n",
      "2000-07-21    1991.56  1994.4200  1998.3500  1991.8400  1996.3400\n",
      "2000-07-24    1996.34  1998.2400  1999.9000  1982.8800  1989.2400\n",
      "2000-07-25    1989.24  1990.1500  1997.8500  1989.0900  1996.5800\n",
      "2000-07-26    1996.58  1999.4400  2012.3900  1999.4000  2012.3200\n",
      "2000-07-27    2012.32  2017.4600  2025.0000  2004.5500  2012.3500\n",
      "2000-07-28    2012.35  2014.1100  2016.9400  2006.1700  2012.7900\n",
      "2000-07-31    2012.79  2016.1400  2023.5700  2008.6400  2023.5400\n",
      "2000-08-01    2023.54  2027.0100  2031.9200  2023.4500  2028.1500\n",
      "2000-08-02    2028.15  2030.7900  2033.1900  2018.4800  2030.6800\n",
      "2000-08-03    2030.68  2032.9400  2038.6500  2030.1000  2036.3000\n",
      "2000-08-04     2036.3  2037.4700  2041.2800  2013.4500  2026.3600\n",
      "2000-08-07    2026.36  2025.1800  2039.4200  2017.9000  2039.4200\n",
      "2000-08-08    2039.42  2042.7400  2050.0700  2040.7800  2049.9200\n",
      "2000-08-09    2049.92  2051.6500  2061.2800  2048.4900  2061.1800\n",
      "2000-08-10    2061.18  2065.3000  2067.7400  2053.8600  2065.9400\n",
      "2000-08-11    2065.94  2067.7800  2070.3000  2055.2000  2062.6700\n",
      "2000-08-14    2062.67  2065.9300  2076.3300  2065.9300  2076.3000\n",
      "2000-08-15     2076.3  2079.0700  2082.7400  2066.1600  2076.8200\n",
      "2000-08-16    2076.82  2078.4900  2083.4700  2072.9800  2083.4700\n",
      "2000-08-17    2083.47  2086.8100  2092.3300  2086.5600  2091.5900\n",
      "2000-08-18    2091.59  2093.6300  2097.3200  2086.7500  2090.1800\n",
      "2000-08-21    2090.18  2095.3800  2108.8800  2093.4200  2108.6900\n",
      "2000-08-22    2108.69  2112.0200  2114.5200  2074.5200  2074.7000\n",
      "2000-08-23     2074.7  2064.0500  2080.1400  1980.3500  2057.9200\n",
      "2000-08-24    2057.92  2058.5300  2073.9500  2043.2100  2071.1600\n",
      "2000-08-25    2071.16  2073.7200  2086.7200  2066.3300  2086.7000\n",
      "2000-08-28     2086.7  2092.1200  2100.7000  2085.6000  2100.5900\n",
      "2000-08-29    2100.59  2103.0300  2105.6300  2094.6100  2105.4800\n",
      "2000-08-30    2105.48  2107.0200  2108.1000  2075.1600  2076.1400\n",
      "2000-08-31    2076.14  2062.8400  2064.7600  2019.4500  2021.2000\n",
      "2000-09-01     2021.2  2009.1500  2026.3500  1997.7200  1999.8600\n",
      "2000-09-04    1999.86  1994.8800  2010.6000  1981.2300  2010.6000\n",
      "2000-09-05     2010.6  2015.0600  2020.8500  1959.5900  1963.7900\n",
      "2000-09-06    1963.79  1955.5000  1964.2700  1923.6000  1925.9100\n",
      "2000-09-07    1925.91  1929.3000  1963.2300  1929.3000  1950.6600\n",
      "2000-09-08    1950.66  1955.1500  1963.8900  1945.9200  1959.3100\n",
      "2000-09-11    1959.31  1963.2700  1972.0800  1956.0800  1972.0400\n",
      "2000-09-12    1972.04  1975.4100  1979.3200  1965.4000  1979.1000\n",
      "2000-09-13     1979.1  1980.5300  1995.3200  1975.1300  1988.9400\n",
      "2000-09-14    1988.94  1989.9700  1992.3700  1973.0200  1979.5100\n",
      "2000-09-15    1979.51  1978.0400  1978.4700  1966.8800  1978.4300\n",
      "2000-09-18    1978.43  1979.5300  1981.1300  1946.1800  1946.7500\n",
      "2000-09-19    1946.75  1937.3200  1937.3700  1895.4900  1903.1500\n",
      "2000-09-20    1903.15  1902.9100  1922.3000  1892.2800  1922.2900\n",
      "2000-09-21    1922.29  1924.8300  1927.5200  1905.6500  1907.3100\n",
      "2000-09-22    1907.31  1904.5700  1904.5700  1888.0900  1891.9800\n",
      "2000-09-25    1891.98  1889.9000  1896.7200  1874.2100  1875.9100\n",
      "2000-09-26    1875.91  1878.3100  1890.6700  1878.0500  1887.8300\n",
      "2000-09-27    1887.83  1889.8800  1914.1100  1889.8700  1914.0900\n",
      "2000-09-28    1914.09  1915.5000  1917.0600  1886.9400  1889.2900\n",
      "2000-09-29    1889.29  1888.2000  1910.4900  1888.0700  1910.1600\n",
      "2000-10-09    1910.16  1912.0800  1915.4900  1897.2400  1915.3500\n",
      "2000-10-10    1915.35  1917.9000  1942.1700  1917.6800  1942.1500\n",
      "2000-10-11    1942.15  1944.2500  1948.0100  1931.4600  1933.7300\n",
      "2000-10-12    1933.73  1933.1400  1933.3300  1918.4700  1926.3200\n",
      "2000-10-13    1926.32  1927.3500  1932.3200  1911.3600  1918.1600\n",
      "2000-10-16    1918.16  1917.4500  1917.5600  1897.9100  1902.8100\n",
      "2000-10-17    1902.81  1902.0700  1909.4900  1896.9400  1909.4900\n",
      "2000-10-18    1909.49  1911.7000  1922.8500  1911.7000  1922.8500\n",
      "2000-10-19    1922.85  1925.2100  1927.3700  1911.1800  1913.4200\n",
      "2000-10-20    1913.42  1913.1600  1947.4700  1912.3800  1947.4500\n",
      "2000-10-23    1947.45  1952.9600  1960.8600  1945.6700  1958.9400\n",
      "2000-10-24    1958.94  1960.3700  1962.1300  1945.5300  1956.3400\n",
      "2000-10-25    1956.34  1957.3800  1978.9900  1957.3100  1977.2500\n",
      "2000-10-26    1977.25  1979.3000  1980.6300  1962.2000  1967.6700\n",
      "2000-10-27    1967.67  1968.1700  1971.7900  1957.7400  1967.4100\n",
      "2000-10-30    1967.41  1967.6500  1974.2400  1962.8100  1973.5800\n",
      "2000-10-31    1973.58  1974.5300  1979.9900  1956.4200  1961.2900\n",
      "2000-11-01    1961.29  1961.0800  1977.3700  1959.7200  1977.3600\n",
      "2000-11-02    1977.36  1981.7700  1992.8600  1980.8900  1984.2600\n",
      "2000-11-03    1984.26  1984.9900  1989.1100  1977.2100  1981.6300\n",
      "2000-11-06    1981.63  1983.0700  1992.8800  1982.7500  1991.1700\n",
      "2000-11-07    1991.17  1993.4500  1997.0800  1990.0600  1997.0800\n",
      "2000-11-08    1997.08  1999.1500  2012.9900  1998.3500  2012.9100\n",
      "2000-11-09    2012.91  2016.2200  2032.5200  2014.8400  2032.4800\n",
      "2000-11-10    2032.48  2037.0800  2051.3400  2033.6300  2047.4600\n",
      "2000-11-13    2047.46  2054.4800  2071.6900  2053.4400  2070.7900\n",
      "2000-11-14    2070.79  2072.7900  2085.1200  2055.2100  2085.1200\n",
      "2000-11-15    2085.12  2087.2800  2092.6500  2074.3800  2081.9100\n",
      "2000-11-16    2081.91  2081.1400  2096.0500  2080.6100  2095.9800\n",
      "2000-11-17    2095.98  2098.8900  2104.7000  2084.9000  2093.2400\n",
      "2000-11-20    2093.24  2092.5900  2101.4000  2078.2800  2101.3900\n",
      "2000-11-21    2101.39  2104.0700  2112.9100  2095.5800  2097.9800\n",
      "2000-11-22    2097.98  2097.2800  2113.3500  2091.6200  2113.3000\n",
      "2000-11-23     2113.3  2119.1600  2125.7200  2109.2200  2119.4400\n",
      "2000-11-24    2119.44  2119.0100  2125.4100  2045.5100  2053.3700\n",
      "2000-11-27    2053.37  2041.1600  2062.8100  2031.9300  2049.6700\n",
      "2000-11-28    2049.67  2052.7800  2079.4800  2052.7800  2079.4000\n",
      "2000-11-29     2079.4  2081.5000  2082.9000  2055.9400  2067.5000\n",
      "2000-11-30     2067.5  2067.0700  2072.2900  2057.0400  2070.6100\n",
      "2000-12-01    2070.61  2073.0900  2082.0300  2071.5000  2081.8400\n",
      "2000-12-04    2081.84  2084.4800  2092.3200  2077.8100  2092.1400\n",
      "2000-12-05    2092.14  2094.9900  2097.2900  2085.8000  2091.6700\n",
      "2000-12-06    2091.67  2093.0000  2095.4400  2070.3500  2075.6300\n",
      "2000-12-07    2075.63  2072.5300  2078.1400  2060.7300  2075.0400\n",
      "2000-12-08    2075.04  2074.5700  2083.2700  2069.6600  2073.1600\n",
      "2000-12-11    2073.16  2072.2800  2072.4800  2039.0000  2046.0800\n",
      "2000-12-12    2046.08  2045.1700  2059.0500  2037.9000  2059.0500\n",
      "2000-12-13    2059.05  2057.3800  2059.6000  2050.1800  2056.1200\n",
      "2000-12-14    2056.12  2057.0000  2059.2700  2046.9400  2051.0800\n",
      "2000-12-15    2051.08  2052.7900  2055.6100  2036.8800  2039.3600\n",
      "2000-12-18    2039.36  2038.4500  2044.5600  2024.2900  2044.5500\n",
      "2000-12-19    2044.55  2047.3500  2056.7600  2046.0300  2049.0300\n",
      "2000-12-20    2049.03  2050.0700  2071.3100  2048.6400  2071.2700\n",
      "2000-12-21    2071.27  2075.5600  2086.9400  2074.3400  2076.8900\n",
      "2000-12-22    2076.89  2078.4300  2079.9700  2066.2200  2069.7700\n",
      "2000-12-25    2069.77  2071.5700  2075.2100  2062.0400  2068.1700\n",
      "2000-12-26    2068.17  2070.3800  2076.4100  2068.8100  2076.2700\n",
      "2000-12-27    2076.27  2077.7200  2079.7600  2056.0000  2058.2400\n",
      "2000-12-28    2058.24  2054.5200  2061.0500  2047.7400  2053.7000\n",
      "2000-12-29     2053.7  2055.8300  2073.8800  2055.5100  2073.4800\n",
      "2001-01-02    2073.48  2077.0800  2103.5400  2074.8800  2103.4700\n",
      "2001-01-03    2103.47  2108.2500  2123.9000  2105.5000  2123.9000\n",
      "2001-01-04     2123.9  2125.4900  2127.4200  2113.1800  2117.4100\n",
      "2001-01-05    2117.41  2117.6600  2125.3800  2114.0600  2125.3000\n",
      "2001-01-08     2125.3  2128.6000  2131.9800  2092.1000  2102.0600\n",
      "2001-01-09    2102.06  2099.3200  2111.1000  2082.8400  2101.1400\n",
      "2001-01-10    2101.14  2102.0900  2125.6700  2102.0700  2125.6100\n",
      "2001-01-11    2125.61  2129.6100  2131.3700  2117.0300  2119.1400\n",
      "2001-01-12    2119.14  2116.8500  2117.7300  2100.2700  2104.7500\n",
      "2001-01-15    2104.75  2097.0900  2097.0900  2030.2900  2032.4400\n",
      "2001-01-16    2032.44  2018.3000  2045.9500  2007.7100  2045.8900\n",
      "2001-01-17    2045.89  2046.3800  2048.7000  2031.7600  2034.5800\n",
      "2001-01-18    2034.58  2033.6900  2049.3600  2033.5800  2043.1100\n",
      "2001-01-19    2043.11  2046.5800  2067.8800  2046.5400  2065.6100\n",
      "2001-02-05    2065.61  2069.8600  2072.5500  2005.6800  2008.0300\n",
      "2001-02-06    2008.03  1999.7200  1999.7200  1956.1800  1995.3200\n",
      "2001-02-07    1995.32  1995.6000  1998.2500  1978.6000  1979.9400\n",
      "2001-02-08    1979.94  1977.5600  1986.9000  1926.4000  1930.1400\n",
      "2001-02-09    1930.14  1935.1900  1963.3300  1935.1900  1956.9700\n",
      "2001-02-12    1956.97  1958.6500  1961.8100  1935.5900  1961.2200\n",
      "2001-02-13    1961.22  1962.5300  1974.0000  1958.9900  1963.5300\n",
      "2001-02-14    1963.53  1962.7400  1966.8400  1956.4200  1963.2000\n",
      "2001-02-15     1963.2  1963.4500  1966.9200  1944.5600  1946.4800\n",
      "2001-02-16    1946.48  1942.0500  1942.1200  1911.8700  1941.9600\n",
      "2001-02-19    1941.96  1942.5800  1969.3500  1935.6500  1967.5500\n",
      "2001-02-20    1967.55  1969.7800  1980.3900  1947.2600  1953.2200\n",
      "2001-02-21    1953.22  1948.4200  1948.4200  1901.2000  1909.3300\n",
      "2001-02-22    1909.33  1901.9900  1922.4600  1893.7800  1907.2600\n",
      "2001-02-23    1907.26  1906.9100  1936.6300  1906.5500  1936.3500\n",
      "2001-02-26    1936.35  1940.7700  1954.7800  1935.5500  1954.6900\n",
      "2001-02-27    1954.69  1956.2700  1962.2800  1946.9800  1962.0400\n",
      "2001-02-28    1962.04  1964.3600  1965.0200  1950.9300  1959.1800\n",
      "2001-03-01    1959.18  1959.0100  1968.3600  1953.7200  1965.1200\n",
      "2001-03-02    1965.12  1969.0600  1987.3900  1968.9600  1985.1100\n",
      "2001-03-05    1985.11  1991.2800  1993.8100  1979.6500  1984.2000\n",
      "2001-03-06     1984.2  1986.7300  1990.0600  1977.1100  1990.0600\n",
      "2001-03-07    1990.06  1991.2800  1996.8500  1986.0400  1991.1800\n",
      "2001-03-08    1991.18  1990.6400  2002.2500  1989.8700  2000.9000\n",
      "2001-03-09     2000.9  2003.2000  2015.5000  1999.4800  2011.6600\n",
      "2001-03-12    2011.66  2013.3100  2015.6000  2004.9600  2012.5500\n",
      "2001-03-13    2012.55  2012.1500  2012.7700  1992.1700  1998.7000\n",
      "2001-03-14     1998.7  1996.1500  2018.6200  1994.9400  2018.6200\n",
      "2001-03-15    2018.62  2019.7200  2027.3300  2017.5900  2022.6000\n",
      "2001-03-16     2022.6  2023.0300  2024.2800  2011.9900  2020.2400\n",
      "2001-03-19    2020.24  2019.8500  2036.6300  2017.4900  2036.6200\n",
      "2001-03-20    2036.62  2039.5500  2045.9400  2037.1700  2045.7900\n",
      "2001-03-21    2045.79  2047.6300  2066.3900  2046.4300  2066.3900\n",
      "2001-03-22    2066.39  2071.2000  2087.5300  2068.1400  2087.5300\n",
      "2001-03-23    2087.53  2091.1800  2093.9500  2052.5500  2053.5400\n",
      "2001-03-26    2053.54  2052.0500  2089.9900  2052.0500  2089.8800\n",
      "2001-03-27    2089.88  2096.5000  2107.3000  2090.9000  2107.2600\n",
      "2001-03-28    2107.26  2109.7600  2112.8800  2096.9200  2106.8700\n",
      "2001-03-29    2106.87  2107.2200  2111.7300  2096.9300  2101.6600\n",
      "2001-03-30    2101.66  2101.1000  2112.8300  2096.2800  2112.7800\n",
      "2001-04-02    2112.78  2117.4500  2126.9700  2114.7800  2125.0800\n",
      "2001-04-03    2125.08  2127.7800  2129.8300  2109.2500  2123.0500\n",
      "2001-04-04    2123.05  2123.8900  2128.1600  2084.9300  2090.7200\n",
      "2001-04-05    2090.72  2084.8100  2112.6200  2081.6400  2112.6000\n",
      "2001-04-06     2112.6  2116.3800  2122.2200  2103.2600  2108.6100\n",
      "2001-04-09    2108.61  2108.9700  2117.4100  2100.9700  2117.3700\n",
      "2001-04-10    2117.37  2119.5400  2128.5500  2119.3600  2128.4800\n",
      "2001-04-11    2128.48  2130.8900  2134.5100  2121.1600  2131.4000\n",
      "2001-04-12     2131.4  2132.8100  2141.9200  2124.8200  2134.8000\n",
      "2001-04-13     2134.8  2135.6700  2145.4400  2130.5900  2145.4000\n",
      "2001-04-16     2145.4  2150.2900  2168.0800  2150.2900  2168.0600\n",
      "2001-04-17    2168.06  2173.3000  2177.1600  2163.1900  2176.6800\n",
      "2001-04-18    2176.68  2177.9900  2179.7400  2167.5900  2172.5600\n",
      "2001-04-19    2172.56  2172.4300  2175.5700  2148.3100  2172.8700\n",
      "2001-04-20    2172.87  2173.9600  2179.5700  2152.0100  2152.3400\n",
      "2001-04-23    2152.34  2150.3400  2157.5100  2132.5500  2150.4300\n",
      "2001-04-24    2150.43  2151.3400  2166.1900  2151.3400  2166.1700\n",
      "2001-04-25    2166.17  2168.0500  2170.3900  2115.2600  2119.1800\n",
      "2001-04-26    2119.18  2113.3900  2125.7900  2102.8200  2105.0600\n",
      "2001-04-27    2105.06  2104.0300  2120.8400  2104.0300  2115.1100\n",
      "2001-04-30    2115.11  2117.1700  2122.5000  2111.9500  2119.1800\n",
      "2001-05-08    2119.18  2119.9000  2138.0400  2119.8900  2137.9900\n",
      "2001-05-09    2137.99  2140.5500  2142.3800  2127.3200  2132.8900\n",
      "2001-05-10    2132.89  2134.1900  2147.3400  2134.1900  2147.2800\n",
      "2001-05-11    2147.28  2150.3200  2155.4200  2144.7600  2155.4100\n",
      "2001-05-14    2155.41  2161.6100  2178.7000  2160.1200  2178.4700\n",
      "2001-05-15    2178.47  2184.7900  2191.0700  2176.7900  2191.0600\n",
      "2001-05-16    2191.06  2195.3600  2199.5400  2187.4100  2199.5100\n",
      "2001-05-17    2199.51  2201.9800  2205.0100  2187.8400  2194.6500\n",
      "2001-05-18    2194.65  2194.6200  2203.3700  2186.6500  2203.3700\n",
      "2001-05-21    2203.37  2207.7800  2213.7500  2202.7400  2213.5900\n",
      "2001-05-22    2213.59  2215.7800  2218.4500  2205.2500  2210.3400\n",
      "2001-05-23    2210.34  2210.8500  2213.4000  2175.2800  2197.5900\n",
      "2001-05-24    2197.59  2198.0100  2202.8400  2192.1700  2198.3000\n",
      "2001-05-25     2198.3  2199.6600  2204.2400  2181.2500  2193.5800\n",
      "2001-05-28    2193.58  2194.4500  2194.8300  2171.6800  2179.7000\n",
      "2001-05-29     2179.7  2177.6500  2188.7600  2176.5600  2180.2800\n",
      "2001-05-30    2180.28  2180.6200  2211.2000  2180.5300  2211.2000\n",
      "2001-05-31     2211.2  2217.8700  2222.6500  2208.8800  2214.2600\n",
      "2001-06-01    2214.26  2216.5600  2223.2600  2212.1600  2219.5900\n",
      "2001-06-04    2219.59  2223.9100  2229.0500  2222.2300  2226.7800\n",
      "2001-06-05    2226.78  2229.2500  2235.5000  2226.8200  2234.9900\n",
      "2001-06-06    2234.99  2237.9900  2241.0900  2224.3000  2238.5000\n",
      "2001-06-07     2238.5  2241.0100  2242.6900  2223.4100  2229.8100\n",
      "2001-06-08    2229.81  2229.2000  2229.4100  2211.7500  2223.0700\n",
      "2001-06-11    2223.07  2223.8000  2226.6100  2206.6400  2214.6200\n",
      "2001-06-12    2214.62  2213.5500  2223.3000  2211.8600  2222.9600\n",
      "2001-06-13    2222.96  2227.0700  2242.4200  2226.8800  2242.4200\n",
      "2001-06-14    2242.42  2243.3000  2245.4300  2201.0100  2202.4000\n",
      "2001-06-15     2202.4  2196.6800  2212.0900  2188.2500  2210.9700\n",
      "2001-06-18    2210.97  2211.8900  2214.1100  2157.1200  2167.6500\n",
      "2001-06-19    2167.65  2163.3200  2174.2100  2158.7600  2170.4500\n",
      "2001-06-20    2170.45  2171.0100  2180.7300  2157.4000  2163.1200\n",
      "2001-06-21    2163.12  2164.1200  2189.2200  2164.0900  2189.1400\n",
      "2001-06-22    2189.14  2191.3600  2206.5100  2188.9400  2206.0700\n",
      "2001-06-25    2206.07  2210.0700  2230.2200  2210.0400  2230.2000\n",
      "2001-06-26     2230.2  2234.0700  2236.7800  2223.5000  2233.5900\n",
      "2001-06-27    2233.59  2234.7100  2237.5200  2223.8100  2229.8300\n",
      "2001-06-28    2229.83  2231.3700  2237.4900  2213.5800  2219.2500\n",
      "2001-06-29    2219.25  2218.5700  2225.3500  2214.1600  2218.0300\n",
      "2001-07-02    2218.03  2220.4200  2223.2100  2201.5900  2205.9900\n",
      "2001-07-03    2205.99  2206.8500  2211.8600  2191.6800  2211.8300\n",
      "2001-07-04    2211.83  2212.9700  2216.2200  2199.6300  2202.0600\n",
      "2001-07-05    2202.06  2202.3000  2204.2600  2176.7500  2181.6600\n",
      "2001-07-06    2181.66  2179.8100  2187.2400  2168.7800  2170.5200\n",
      "2001-07-09    2170.52  2169.4700  2175.1600  2164.0100  2169.6600\n",
      "2001-07-10    2169.66  2172.6100  2189.8000  2172.5900  2189.7800\n",
      "2001-07-11    2189.78  2190.9800  2192.5200  2167.6700  2168.7400\n",
      "2001-07-12    2168.74  2164.9100  2168.3900  2153.6800  2165.4900\n",
      "2001-07-13    2165.49  2167.7000  2178.0200  2158.8500  2161.3400\n",
      "2001-07-16    2161.34  2176.3400  2183.5200  2142.0800  2146.2400\n",
      "2001-07-17    2146.24  2145.4900  2146.0300  2121.2800  2140.9800\n",
      "2001-07-18    2140.98  2142.0100  2147.8400  2137.4100  2146.5400\n",
      "2001-07-19    2146.54  2146.5100  2150.2700  2135.2400  2150.2600\n",
      "2001-07-20    2150.26  2153.2400  2179.7700  2153.1400  2179.6200\n",
      "2001-07-23    2179.62  2183.7400  2185.8600  2166.3300  2169.0100\n",
      "2001-07-24    2169.01  2162.7500  2162.7500  2129.1800  2136.4500\n",
      "2001-07-25    2136.45  2130.4500  2140.5000  2108.7600  2112.2600\n",
      "2001-07-26    2112.26  2109.9200  2116.5600  2086.0800  2094.0100\n",
      "2001-07-27    2094.01  2093.8700  2101.1500  2063.8900  2065.7300\n",
      "2001-07-30    2065.73  2056.7600  2056.7700  1955.9700  1956.8200\n",
      "2001-07-31    1956.82  1939.2600  1978.1000  1909.3000  1920.3200\n",
      "2001-08-01    1920.32  1925.2400  1986.9400  1925.2400  1986.9300\n",
      "2001-08-02    1986.93  1989.6400  1990.7000  1912.7300  1957.0200\n",
      "2001-08-03    1957.02  1956.5400  1965.3200  1948.9000  1958.6900\n",
      "2001-08-06    1958.69  1953.4100  1953.4500  1867.8600  1882.1300\n",
      "2001-08-07    1882.13  1872.6700  1911.2100  1861.7800  1903.9300\n",
      "2001-08-08    1903.93  1902.8700  1907.9500  1885.4200  1895.1700\n",
      "2001-08-09    1895.17  1894.6900  1924.6500  1894.0500  1924.5900\n",
      "2001-08-10    1924.59  1929.9600  1956.4000  1929.6900  1955.0400\n",
      "2001-08-13    1955.04  1956.9200  1963.1400  1942.0700  1955.1000\n",
      "2001-08-14     1955.1  1955.5100  1960.9500  1924.2700  1939.5400\n",
      "2001-08-15    1939.54  1938.5400  1949.1600  1935.3900  1947.3600\n",
      "2001-08-16    1947.36  1948.2700  1950.4600  1918.4900  1919.6400\n",
      "2001-08-17    1919.64  1916.8400  1928.1400  1909.6700  1924.0000\n",
      "2001-08-20       1924  1923.1000  1937.1500  1917.1000  1934.4900\n",
      "2001-08-21    1934.49  1936.0600  1947.4000  1935.7700  1938.8700\n",
      "2001-08-22    1938.87  1935.5400  1935.5600  1891.3500  1903.4500\n",
      "2001-08-23    1903.45  1892.3700  1903.4700  1869.4900  1902.9900\n",
      "2001-08-24    1902.99  1903.3800  1912.1900  1883.2300  1886.8000\n",
      "2001-08-27     1886.8  1881.3100  1881.3100  1824.8800  1827.2500\n",
      "2001-08-28    1827.25  1816.6600  1843.4400  1795.5700  1843.3800\n",
      "2001-08-29    1843.38  1846.8200  1865.4800  1837.9400  1847.5400\n",
      "2001-08-30    1847.54  1846.1900  1846.5400  1831.0200  1839.6300\n",
      "2001-08-31    1839.63  1838.2100  1846.9400  1831.5200  1834.1400\n",
      "2001-09-03    1834.14  1831.7000  1831.8000  1813.3700  1817.1900\n",
      "2001-09-04    1817.19  1815.2700  1862.4000  1814.9200  1862.3600\n",
      "2001-09-05    1862.36  1868.3600  1888.9000  1863.8300  1868.2700\n",
      "2001-09-06    1868.27  1867.6300  1876.4700  1853.2900  1861.5600\n",
      "2001-09-07    1861.56  1858.2400  1858.2400  1807.1400  1808.8400\n",
      "2001-09-10    1808.84  1790.2100  1858.2000  1774.8300  1856.5300\n",
      "2001-09-11    1856.53  1859.9700  1871.1300  1849.6100  1863.7800\n",
      "2001-09-12    1863.78  1822.1300  1858.6900  1815.5900  1852.6000\n",
      "2001-09-13     1852.6  1851.6200  1857.8600  1837.8200  1839.9100\n",
      "2001-09-14    1839.91  1838.6700  1846.0200  1814.7400  1818.3800\n",
      "2001-09-17    1818.38  1811.9000  1816.2600  1782.5000  1784.6100\n",
      "2001-09-18    1784.61  1784.5900  1817.5600  1780.0500  1798.6200\n",
      "2001-09-19    1798.62  1800.2400  1822.9700  1784.9100  1822.6900\n",
      "2001-09-20    1822.69  1826.4200  1836.7900  1814.4600  1818.4200\n",
      "2001-09-21    1818.42  1815.5600  1821.3400  1803.8000  1807.0200\n",
      "2001-09-24    1807.02  1804.8900  1808.7000  1791.6200  1794.9600\n",
      "2001-09-25    1794.96  1799.9800  1813.3100  1788.4000  1793.8800\n",
      "2001-09-26    1793.88  1793.6500  1793.6700  1765.1700  1767.8100\n",
      "2001-09-27    1767.81  1765.6200  1779.1300  1750.7600  1764.9300\n",
      "2001-09-28    1764.93  1766.1300  1774.3000  1751.7200  1764.8700\n",
      "2001-10-08    1764.87  1766.1300  1773.8000  1723.0400  1726.5300\n",
      "2001-10-09    1726.53  1724.1700  1751.0700  1722.2200  1744.6400\n",
      "2001-10-10    1744.64  1744.0400  1744.6400  1683.7100  1686.6100\n",
      "2001-10-11    1686.61  1682.3200  1693.2100  1634.2100  1638.3300\n",
      "2001-10-12    1638.33  1637.7500  1700.7100  1598.7900  1691.3300\n",
      "2001-10-15    1691.33  1692.1700  1703.5900  1670.2700  1687.2800\n",
      "2001-10-16    1687.28  1689.1900  1691.6500  1649.2000  1655.9000\n",
      "2001-10-17     1655.9  1654.9300  1661.8800  1635.9200  1643.0700\n",
      "2001-10-18    1643.07  1642.0100  1651.1100  1609.3800  1615.5800\n",
      "2001-10-19    1615.58  1610.4400  1610.4400  1550.9100  1572.4500\n",
      "2001-10-22    1572.45  1558.4700  1563.4000  1514.8600  1520.6700\n",
      "2001-10-23    1520.67  1642.2200  1670.7400  1625.1500  1670.5600\n",
      "2001-10-24    1670.56  1733.6400  1744.9200  1685.7200  1718.0600\n",
      "2001-10-25    1718.06  1708.0300  1708.0300  1673.0500  1676.5000\n",
      "2001-10-26     1676.5  1669.1600  1681.9000  1651.5200  1677.8800\n",
      "2001-10-29    1677.88  1678.7200  1701.1200  1678.7200  1700.4800\n",
      "2001-10-30    1700.48  1702.8600  1704.4800  1680.4400  1682.7700\n",
      "2001-10-31    1682.77  1678.9300  1689.1700  1655.8900  1689.1700\n",
      "2001-11-01    1689.17  1692.3500  1717.7400  1688.1000  1707.7500\n",
      "2001-11-02    1707.75  1703.9200  1711.7400  1688.5700  1691.3500\n",
      "2001-11-05    1691.35  1687.8400  1688.3100  1671.2300  1679.5700\n",
      "2001-11-06    1679.57  1678.1700  1685.5200  1668.6600  1671.2800\n",
      "2001-11-07    1671.28  1669.4300  1669.4600  1591.7700  1594.0500\n",
      "2001-11-08    1594.05  1566.5200  1605.9000  1550.4600  1605.8700\n",
      "2001-11-09    1605.87  1605.0800  1637.9000  1582.8500  1630.3600\n",
      "2001-11-12    1630.36  1631.8000  1637.3300  1619.1100  1621.1900\n",
      "2001-11-13    1621.19  1609.9500  1623.4500  1598.1100  1615.9300\n",
      "2001-11-14    1615.93  1615.7500  1627.9700  1614.5900  1617.1000\n",
      "2001-11-15     1617.1  1619.2600  1624.8100  1612.9000  1621.3400\n",
      "2001-11-16    1621.34  1725.4500  1734.6700  1644.6100  1646.7600\n",
      "2001-11-19    1646.76  1645.0900  1669.9900  1644.8200  1669.8900\n",
      "2001-11-20    1669.89  1672.2100  1703.7400  1670.8000  1699.7300\n",
      "2001-11-21    1699.73  1700.6600  1707.9300  1690.2300  1705.6600\n",
      "2001-11-22    1705.66  1705.9200  1715.9300  1700.5100  1715.8100\n",
      "2001-11-23    1715.81  1715.6500  1721.9700  1704.1400  1712.5600\n",
      "2001-11-26    1712.56  1710.1300  1710.1300  1696.0000  1705.8800\n",
      "2001-11-27    1705.88  1705.5100  1722.6200  1704.8500  1722.5900\n",
      "2001-11-28    1722.59  1725.5400  1741.6600  1725.1600  1735.0000\n",
      "2001-11-29       1735  1735.3800  1741.7400  1728.8900  1732.3000\n",
      "2001-11-30     1732.3  1732.1300  1748.0000  1731.9600  1747.9900\n",
      "2001-12-03    1747.99  1751.0500  1767.4400  1750.9200  1762.5600\n",
      "2001-12-04    1762.56  1763.7900  1770.3600  1754.8700  1769.6800\n",
      "2001-12-05    1769.68  1765.5600  1776.0200  1745.1100  1745.2300\n",
      "2001-12-06    1745.23  1740.0800  1754.7700  1737.0600  1751.1800\n",
      "2001-12-07    1751.18  1752.0200  1756.4700  1743.3300  1745.4100\n",
      "2001-12-10    1745.41  1743.6300  1748.9700  1730.8100  1748.6800\n",
      "2001-12-11    1748.68  1748.0200  1748.9700  1726.6900  1728.8800\n",
      "2001-12-12    1728.88  1724.8800  1728.8300  1714.1700  1715.1700\n",
      "2001-12-13    1715.17  1713.7800  1720.5500  1687.0900  1688.0100\n",
      "2001-12-14    1688.01  1683.7300  1692.9000  1673.3200  1675.5100\n",
      "2001-12-17    1675.51  1673.2400  1680.8400  1662.6700  1665.9400\n",
      "2001-12-18    1665.94  1666.5100  1687.7700  1660.5000  1687.2900\n",
      "2001-12-19    1687.29  1688.9200  1693.1800  1671.9400  1672.7000\n",
      "2001-12-20     1672.7  1669.4700  1669.4800  1628.4700  1631.5400\n",
      "2001-12-21    1631.54  1627.4400  1640.7900  1624.5000  1640.1400\n",
      "2001-12-24    1640.14  1639.5200  1640.1400  1601.2400  1606.1000\n",
      "2001-12-25     1606.1  1604.6700  1613.6000  1593.0300  1611.1700\n",
      "2001-12-26    1611.17  1610.6500  1634.3300  1605.1500  1633.6400\n",
      "2001-12-27    1633.64  1635.4600  1644.4100  1625.4500  1627.9200\n",
      "2001-12-28    1627.92  1626.9500  1639.8500  1619.5300  1639.4800\n",
      "2001-12-31    1639.48  1641.4300  1649.8000  1638.3200  1645.9700\n",
      "2002-01-04    1645.97  1643.4800  1643.5000  1608.8300  1611.3900\n",
      "2002-01-07    1611.39  1605.7400  1605.7400  1584.6600  1596.7600\n",
      "2002-01-08    1596.76  1594.8700  1607.7200  1582.4500  1583.4600\n",
      "2002-01-09    1583.46  1580.7100  1580.7200  1552.5600  1561.3500\n",
      "2002-01-10    1561.35  1556.7400  1580.0100  1523.6600  1576.4400\n",
      "2002-01-11    1576.44  1574.2600  1574.2700  1535.2800  1535.5900\n",
      "2002-01-14    1535.59  1519.9300  1519.9300  1484.4600  1485.1100\n",
      "2002-01-15    1485.11  1475.3400  1491.7000  1458.0200  1459.6500\n",
      "2002-01-16    1459.65  1458.8400  1482.1800  1439.4000  1479.6200\n",
      "2002-01-17    1479.62  1476.3600  1476.3800  1416.3000  1419.5200\n",
      "2002-01-18    1419.52  1405.5500  1434.9700  1376.8900  1415.4400\n",
      "2002-01-21    1415.44  1407.0000  1412.2100  1362.6200  1366.9700\n",
      "2002-01-22    1366.97  1360.2900  1400.7600  1348.7900  1358.6900\n",
      "2002-01-23    1358.69  1355.8600  1445.7000  1346.1700  1444.9600\n",
      "2002-01-24    1444.96  1435.3200  1478.5400  1400.3500  1456.4000\n",
      "2002-01-25     1456.4  1449.8800  1464.9000  1442.9400  1451.4800\n",
      "2002-01-28    1451.48  1444.5000  1448.6000  1357.5500  1359.5500\n",
      "2002-01-29    1359.55  1343.3600  1396.1100  1339.2000  1392.7800\n",
      "2002-01-30    1392.78  1392.9500  1408.0500  1381.0100  1396.6100\n",
      "2002-01-31    1396.61  1413.2200  1501.3300  1413.2200  1491.6600\n",
      "2002-02-01    1491.66  1494.5800  1507.6400  1480.7700  1485.7700\n",
      "2002-02-04    1485.77  1485.6800  1513.6700  1476.1300  1511.3300\n",
      "2002-02-05    1511.33  1510.5700  1522.3200  1502.0900  1518.2800\n",
      "2002-02-06    1518.28  1517.8100  1521.5600  1484.2500  1485.8000\n",
      "2002-02-07     1485.8  1482.3600  1521.0300  1481.0700  1515.3900\n",
      "2002-02-08    1515.39  1520.7200  1530.1300  1506.0700  1506.6200\n",
      "2002-02-25    1506.62  1540.4900  1544.5700  1521.6600  1530.2800\n",
      "2002-02-26    1530.28  1529.3800  1531.7200  1507.5800  1531.4300\n",
      "2002-02-27    1531.43  1531.3200  1544.9200  1524.6800  1538.3200\n",
      "2002-02-28    1538.32  1537.9300  1544.3900  1521.0800  1524.7000\n",
      "2002-03-01     1524.7  1521.5300  1521.5700  1501.5600  1502.5400\n",
      "2002-03-04    1502.54  1497.8300  1527.4000  1494.8300  1526.8000\n",
      "2002-03-05     1526.8  1529.3000  1566.0700  1529.3000  1560.0800\n",
      "2002-03-06    1560.08  1564.6900  1594.6700  1563.9200  1569.2100\n",
      "2002-03-07    1569.21  1569.1700  1613.2600  1569.0700  1613.0000\n",
      "2002-03-08       1613  1622.8700  1645.2900  1611.2300  1640.2600\n",
      "2002-03-11    1640.26  1643.5900  1664.5200  1632.6200  1664.0900\n",
      "2002-03-12    1664.09  1665.2400  1672.0400  1641.5800  1643.6900\n",
      "2002-03-13    1643.69  1636.9400  1655.6300  1621.8000  1623.4300\n",
      "2002-03-14    1623.43  1621.0800  1665.7900  1621.0800  1665.1500\n",
      "2002-03-15    1665.15  1671.8300  1676.5100  1620.5600  1620.9800\n",
      "2002-03-18    1620.98  1641.4300  1657.6800  1610.9900  1623.8800\n",
      "2002-03-19    1623.88  1624.3200  1665.6200  1624.2900  1665.3600\n",
      "2002-03-20    1665.36  1673.2700  1686.1100  1664.3700  1682.5100\n",
      "2002-03-21    1682.51  1686.9500  1693.8700  1675.2400  1685.0200\n",
      "2002-03-22    1685.02  1684.0700  1684.4600  1659.5200  1669.6900\n",
      "2002-03-25    1669.69  1667.8500  1677.0500  1663.3900  1675.2900\n",
      "2002-03-26    1675.29  1674.7000  1675.2100  1641.9100  1649.4800\n",
      "2002-03-27    1649.48  1646.6800  1655.1800  1635.8200  1654.2300\n",
      "2002-03-28    1654.23  1653.9800  1666.5200  1645.3400  1650.6700\n",
      "2002-03-29    1650.67  1648.0900  1648.0900  1596.2500  1603.9000\n",
      "2002-04-01     1603.9  1598.0300  1609.9200  1589.4100  1608.5100\n",
      "2002-04-02    1608.51  1608.5200  1610.7300  1575.9700  1582.8800\n",
      "2002-04-03    1582.88  1582.7400  1603.8000  1582.6700  1594.5100\n",
      "2002-04-04    1594.51  1595.0200  1643.5400  1583.6300  1641.7000\n",
      "2002-04-05     1641.7  1650.5000  1657.0900  1628.5500  1634.6400\n",
      "2002-04-08    1634.64  1633.8300  1643.6800  1631.0700  1640.6500\n",
      "2002-04-09    1640.65  1641.8500  1671.8600  1640.6900  1667.5200\n",
      "2002-04-10    1667.52  1670.8000  1677.9400  1663.4700  1677.6600\n",
      "2002-04-11    1677.66  1679.3400  1680.3000  1649.2700  1649.5300\n",
      "2002-04-12    1649.53  1648.4500  1664.4100  1648.4500  1658.9800\n",
      "2002-04-15    1658.98  1660.5700  1664.5200  1638.6400  1649.5000\n",
      "2002-04-16     1649.5  1647.5100  1654.7400  1635.7500  1640.2900\n",
      "2002-04-17    1640.29  1641.7200  1649.4300  1630.2300  1644.3900\n",
      "2002-04-18    1644.39  1644.1500  1646.2500  1626.0300  1628.1400\n",
      "2002-04-19    1628.14  1625.2500  1635.5300  1603.9600  1635.1700\n",
      "2002-04-22    1635.17  1633.6400  1637.1800  1619.1600  1627.4800\n",
      "2002-04-23    1627.48  1626.6300  1634.8600  1621.8700  1624.5500\n",
      "2002-04-24    1624.55  1623.4700  1626.3800  1609.2000  1611.0500\n",
      "2002-04-25    1611.05  1609.9400  1616.7600  1603.6400  1615.9200\n",
      "2002-04-26    1615.92  1615.5200  1643.1500  1615.5200  1640.5900\n",
      "2002-04-29    1640.59  1643.5500  1667.1600  1640.5600  1665.8100\n",
      "2002-04-30    1665.81  1668.3100  1673.7500  1657.8200  1667.7500\n",
      "2002-05-08    1667.75  1669.8700  1670.9200  1651.6900  1652.3700\n",
      "2002-05-09    1652.37  1648.4600  1659.2500  1646.8200  1650.5800\n",
      "2002-05-10    1650.58  1650.9100  1652.2900  1636.8600  1638.2000\n",
      "2002-05-13     1638.2  1634.9000  1634.9200  1618.4600  1623.9400\n",
      "2002-05-14    1623.94  1622.3300  1629.8800  1613.5500  1616.2300\n",
      "2002-05-15    1616.23  1614.9000  1618.1400  1597.9200  1598.3500\n",
      "2002-05-16    1598.35  1592.2400  1592.2400  1546.9400  1549.5000\n",
      "2002-05-17     1549.5  1549.0800  1570.1500  1540.5800  1567.5000\n",
      "2002-05-20     1567.5  1564.9700  1564.9800  1529.3500  1541.5300\n",
      "2002-05-21    1541.53  1575.0200  1599.1100  1564.5500  1588.1100\n",
      "2002-05-22    1588.11  1590.7900  1591.0300  1563.1600  1564.4900\n",
      "2002-05-23    1564.49  1571.0800  1585.7400  1568.1000  1571.6100\n",
      "2002-05-24    1571.61  1572.9400  1574.1300  1544.4200  1549.4700\n",
      "2002-05-27    1549.47  1555.0400  1562.6300  1545.6200  1555.0500\n",
      "2002-05-28    1555.05  1557.6200  1569.4100  1557.2300  1558.5200\n",
      "2002-05-29    1558.52  1558.1300  1558.1400  1520.1300  1524.8100\n",
      "2002-05-30    1524.81  1524.2200  1530.7700  1506.5400  1523.5200\n",
      "2002-05-31    1523.52  1523.0100  1532.0300  1513.2600  1515.7300\n",
      "2002-06-03    1515.73  1510.2500  1510.2600  1480.0900  1483.3500\n",
      "2002-06-04    1483.35  1484.0100  1498.0500  1474.3600  1490.5100\n",
      "2002-06-05    1490.51  1491.0700  1491.0700  1460.4800  1462.0000\n",
      "2002-06-06       1462  1458.6100  1532.7300  1455.3100  1521.2600\n",
      "2002-06-07    1521.26  1522.8800  1540.8300  1508.4300  1529.5100\n",
      "2002-06-10    1529.51  1529.3400  1529.3800  1511.2600  1517.2300\n",
      "2002-06-11    1517.23  1515.9900  1534.3800  1515.7500  1530.9600\n",
      "2002-06-12    1530.96  1531.7500  1531.7500  1513.9200  1524.8400\n",
      "2002-06-13    1524.84  1524.7700  1529.4400  1511.2200  1511.7100\n",
      "2002-06-14    1511.71  1508.6400  1508.6500  1493.2400  1493.2400\n",
      "2002-06-17    1493.24  1489.1300  1496.8400  1481.2500  1496.2400\n",
      "2002-06-18    1496.24  1496.8300  1527.7700  1496.8100  1524.0700\n",
      "2002-06-19    1524.07  1523.9500  1524.0100  1506.4300  1507.6700\n",
      "2002-06-20    1507.67  1511.1200  1528.3600  1510.5300  1516.1500\n",
      "2002-06-21    1516.15  1517.2800  1564.9200  1517.2600  1562.7200\n",
      "2002-06-24    1562.72  1704.7000  1709.0700  1647.5000  1707.3100\n",
      "2002-06-25    1707.31  1718.2300  1748.8900  1690.6100  1706.5900\n",
      "2002-06-26    1706.59  1698.1100  1719.0800  1684.9100  1712.9100\n",
      "2002-06-27    1712.91  1714.7400  1730.6700  1706.1400  1723.5500\n",
      "2002-06-28    1723.55  1724.7300  1747.2300  1711.0000  1732.7600\n",
      "2002-07-01    1732.76  1736.2900  1740.3800  1712.7700  1713.7000\n",
      "2002-07-02     1713.7  1707.4500  1725.8900  1698.8300  1724.9500\n",
      "2002-07-03    1724.95  1727.0900  1736.0800  1719.6200  1730.9200\n",
      "2002-07-04    1730.92  1731.9000  1735.8300  1710.2900  1713.1300\n",
      "2002-07-05    1713.13  1709.8400  1722.4800  1704.1900  1722.1900\n",
      "2002-07-08    1722.19  1723.5800  1737.8600  1721.1200  1732.9300\n",
      "2002-07-09    1732.93  1733.8300  1741.9200  1724.3900  1729.9900\n",
      "2002-07-10    1729.99  1728.5200  1729.7300  1698.8300  1701.8200\n",
      "2002-07-11    1701.82  1698.2100  1712.2000  1689.2200  1696.9400\n",
      "2002-07-12    1696.94  1696.6400  1706.4400  1693.2100  1698.3000\n",
      "2002-07-15     1698.3  1696.8100  1697.3800  1685.5400  1687.9400\n",
      "2002-07-16    1687.94  1687.6700  1704.7700  1686.8100  1691.6200\n",
      "2002-07-17    1691.62  1692.4500  1702.2400  1680.2000  1701.7200\n",
      "2002-07-18    1701.72  1703.8100  1711.6900  1695.4000  1704.9100\n",
      "2002-07-19    1704.91  1706.3600  1714.0900  1703.3800  1713.8600\n",
      "2002-07-22    1713.86  1712.0200  1712.3300  1678.5000  1681.0100\n",
      "2002-07-23    1681.01  1676.9000  1684.6500  1670.3800  1673.8600\n",
      "2002-07-24    1673.86  1673.6800  1679.6600  1667.4400  1672.4000\n",
      "2002-07-25     1672.4  1675.4700  1682.8900  1662.3800  1665.1100\n",
      "2002-07-26    1665.11  1665.0900  1670.2300  1656.8200  1657.5000\n",
      "2002-07-29     1657.5  1654.9200  1665.9500  1647.2700  1665.6700\n",
      "2002-07-30    1665.67  1666.5800  1672.1200  1656.8500  1669.0000\n",
      "2002-07-31       1669  1667.6200  1671.4800  1649.0100  1651.5900\n",
      "2002-08-01    1651.59  1650.0500  1659.9700  1639.2200  1653.0100\n",
      "2002-08-02    1653.01  1653.6400  1662.7100  1653.1700  1661.8700\n",
      "2002-08-05    1661.87  1661.4000  1661.5800  1652.4000  1653.9600\n",
      "2002-08-06    1653.96  1652.9400  1679.8100  1649.8900  1670.6200\n",
      "2002-08-07    1670.62  1670.1700  1670.8100  1663.9300  1668.0700\n",
      "2002-08-08    1668.07  1668.5100  1675.3000  1657.4700  1659.8000\n",
      "2002-08-09     1659.8  1658.4400  1658.7700  1642.7700  1647.0500\n",
      "2002-08-12    1647.05  1642.4800  1642.5900  1633.0900  1634.5700\n",
      "2002-08-13    1634.57  1633.6800  1642.4100  1633.5500  1636.6300\n",
      "2002-08-14    1636.63  1636.8900  1647.0900  1635.2900  1646.7200\n",
      "2002-08-15    1646.72  1646.6200  1647.0700  1632.1300  1634.3700\n",
      "2002-08-16    1634.37  1632.9600  1652.9800  1624.0500  1646.7900\n",
      "2002-08-19    1646.79  1645.9300  1650.0900  1641.4000  1644.3000\n",
      "2002-08-20     1644.3  1644.6200  1673.9100  1644.2500  1671.3500\n",
      "2002-08-21    1671.35  1671.9900  1677.9500  1668.3600  1673.5500\n",
      "2002-08-22    1673.55  1672.7000  1696.2800  1672.4300  1686.1100\n",
      "2002-08-23    1686.11  1686.3000  1688.1200  1679.1200  1683.2100\n",
      "2002-08-26    1683.21  1682.1400  1682.3200  1668.8200  1670.6800\n",
      "2002-08-27    1670.68  1670.6300  1680.0600  1670.1100  1679.6900\n",
      "2002-08-28    1679.69  1680.7500  1683.5100  1675.5300  1676.7700\n",
      "2002-08-29    1676.77  1676.8600  1680.1700  1665.7200  1667.3200\n",
      "2002-08-30    1667.32  1666.9800  1669.1400  1664.8200  1666.6200\n",
      "2002-09-02    1666.62  1666.3400  1669.9000  1663.1700  1668.7700\n",
      "2002-09-03    1668.77  1669.5900  1680.2800  1669.5800  1674.0700\n",
      "2002-09-04    1674.07  1674.4500  1675.9600  1662.4900  1663.9700\n",
      "2002-09-05    1663.97  1662.8900  1662.9000  1639.8200  1641.8100\n",
      "2002-09-06    1641.81  1639.8900  1644.8000  1629.9300  1631.3800\n",
      "2002-09-09    1631.38  1628.4500  1628.4500  1617.0100  1621.5800\n",
      "2002-09-10    1621.58  1620.2800  1627.3500  1619.3300  1625.1100\n",
      "2002-09-11    1625.11  1625.3300  1626.8400  1605.9800  1620.3600\n",
      "2002-09-12    1620.36  1619.9400  1631.6600  1614.6000  1624.5600\n",
      "2002-09-13    1624.56  1624.5000  1626.0700  1621.4200  1625.7600\n",
      "2002-09-16    1625.76  1624.1300  1624.1400  1598.7400  1604.0800\n",
      "2002-09-17    1604.08  1603.4600  1612.0200  1593.9800  1604.8800\n",
      "2002-09-18    1604.88  1603.6100  1605.2200  1593.5300  1594.5800\n",
      "2002-09-19    1594.58  1593.5700  1623.6500  1585.0700  1619.3500\n",
      "2002-09-20    1619.35  1618.2000  1618.2000  1602.8800  1604.9100\n",
      "2002-09-23    1604.91  1602.2800  1604.3000  1597.2900  1602.5900\n",
      "2002-09-24    1602.59  1602.2000  1602.2900  1594.2800  1596.7300\n",
      "2002-09-25    1596.73  1595.8100  1602.3500  1590.4900  1597.8400\n",
      "2002-09-26    1597.84  1597.8500  1599.9800  1586.5300  1587.6500\n",
      "2002-09-27    1587.65  1587.2400  1591.8400  1577.5300  1581.6200\n",
      "2002-10-08    1581.62  1577.0500  1577.0500  1558.4800  1562.9900\n",
      "2002-10-09    1562.99  1570.6500  1571.5200  1534.9100  1535.3700\n",
      "2002-10-10    1535.37  1532.1800  1542.5600  1528.3500  1530.4100\n",
      "2002-10-11    1530.41  1532.1400  1536.8700  1521.9100  1524.0500\n",
      "2002-10-14    1524.05  1522.8700  1532.6300  1509.1400  1531.6800\n",
      "2002-10-15    1531.68  1531.5800  1534.5800  1522.1000  1524.7300\n",
      "2002-10-16    1524.73  1524.9100  1548.5300  1524.9100  1537.3900\n",
      "2002-10-17    1537.39  1537.9600  1538.7900  1511.4000  1513.1000\n",
      "2002-10-18     1513.1  1511.1800  1523.8300  1500.5400  1519.5400\n",
      "2002-10-21    1519.54  1519.2000  1525.2600  1512.3300  1524.9200\n",
      "2002-10-22    1524.92  1525.0800  1553.8700  1525.0700  1548.1000\n",
      "2002-10-23     1548.1  1549.7700  1550.0900  1539.4800  1548.9600\n",
      "2002-10-24    1548.96  1549.7900  1550.4300  1535.9000  1536.5200\n",
      "2002-10-25    1536.52  1535.8000  1542.5900  1517.4100  1520.3100\n",
      "2002-10-28    1520.31  1518.0900  1518.6000  1500.0100  1502.7200\n",
      "2002-10-29    1502.72  1501.3800  1511.7700  1488.6800  1510.8800\n",
      "2002-10-30    1510.88  1511.1100  1513.4600  1498.4500  1509.7100\n",
      "2002-10-31    1509.71  1510.0300  1521.8700  1506.0000  1507.5000\n",
      "2002-11-01     1507.5  1507.3800  1511.1000  1498.2100  1510.7600\n",
      "2002-11-04    1510.76  1516.2200  1532.2300  1515.0700  1531.8400\n",
      "2002-11-05    1531.84  1533.8100  1565.2300  1532.2900  1558.2400\n",
      "2002-11-06    1558.24  1558.9100  1559.2200  1548.7300  1552.5600\n",
      "2002-11-07    1552.56  1554.0400  1559.8200  1546.2700  1554.2400\n",
      "2002-11-08    1554.24  1570.0000  1573.1000  1517.3900  1522.1900\n",
      "2002-11-11    1522.19  1519.6000  1526.1300  1501.9900  1504.4000\n",
      "2002-11-12     1504.4  1504.5800  1517.7200  1481.1600  1485.9100\n",
      "2002-11-13    1485.91  1483.7100  1491.2400  1461.2600  1490.4600\n",
      "2002-11-14    1490.46  1488.9100  1489.1400  1459.7100  1460.8000\n",
      "2002-11-15     1460.8  1455.9800  1481.2200  1451.3900  1463.6900\n",
      "2002-11-18    1463.69  1463.7200  1468.3300  1447.4900  1451.2900\n",
      "2002-11-19    1451.29  1450.7000  1464.7600  1441.7300  1462.1700\n",
      "2002-11-20    1462.17  1459.2100  1459.2100  1423.8000  1425.8400\n",
      "2002-11-21    1425.84  1421.2300  1421.2300  1389.2900  1390.6300\n",
      "2002-11-22    1390.63  1392.5700  1409.0000  1375.5400  1395.5000\n",
      "2002-11-25     1395.5  1393.3400  1403.5100  1383.0900  1398.4400\n",
      "2002-11-26    1398.44  1398.4400  1408.7900  1371.0100  1371.1700\n",
      "2002-11-27    1371.17  1365.8200  1384.0000  1353.1400  1378.7500\n",
      "2002-11-28    1378.75  1378.1400  1417.8500  1372.3800  1417.5300\n",
      "2002-11-29    1417.53  1420.4300  1450.1900  1409.2000  1434.1800\n",
      "2002-12-02    1434.18  1432.0300  1432.0300  1394.9100  1395.6700\n",
      "2002-12-03    1395.67  1391.7200  1409.8900  1388.5100  1408.8400\n",
      "2002-12-04    1408.84  1414.8900  1432.9000  1406.6100  1414.4500\n",
      "2002-12-05    1414.45  1411.8900  1411.8900  1395.0800  1404.8800\n",
      "2002-12-06    1404.88  1404.9200  1417.0000  1396.2000  1405.5300\n",
      "2002-12-09    1405.53  1404.5100  1410.7900  1395.9300  1400.8700\n",
      "2002-12-10    1400.87  1400.5600  1406.8900  1383.5700  1383.8400\n",
      "2002-12-11    1383.84  1381.4000  1383.1500  1367.3100  1379.1900\n",
      "2002-12-12    1379.19  1378.8200  1399.7700  1378.8100  1383.9100\n",
      "2002-12-13    1383.91  1375.7800  1401.6000  1367.9300  1396.9000\n",
      "2002-12-16     1396.9  1397.7200  1409.9400  1392.8900  1408.5200\n",
      "2002-12-17    1408.52  1409.1700  1418.2000  1403.5800  1416.1000\n",
      "2002-12-18     1416.1  1416.6700  1424.4800  1409.8400  1411.7200\n",
      "2002-12-19    1411.72  1411.2800  1414.2900  1402.6400  1413.6000\n",
      "2002-12-20     1413.6  1414.3500  1431.3600  1410.4600  1427.9400\n",
      "2002-12-23    1427.94  1429.9500  1439.8500  1429.2900  1430.2000\n",
      "2002-12-24     1430.2  1429.5300  1431.1200  1420.3800  1430.8300\n",
      "2002-12-25    1430.83  1431.5900  1433.7900  1420.9300  1421.5200\n",
      "2002-12-26    1421.52  1419.9600  1420.0000  1382.3600  1384.1500\n",
      "2002-12-27    1384.15  1379.3300  1389.3300  1367.8500  1382.9700\n",
      "2002-12-30    1382.97  1379.7400  1379.7500  1358.4300  1366.3600\n",
      "2002-12-31    1366.36  1364.9700  1370.5300  1348.7100  1357.6500\n",
      "2003-01-02    1357.65  1347.4300  1351.3400  1317.4700  1320.6300\n",
      "2003-01-03    1320.63  1317.5800  1323.6300  1312.8000  1319.8700\n",
      "2003-01-06    1319.87  1319.6900  1334.8900  1311.6800  1334.6800\n",
      "2003-01-07    1334.68  1335.6300  1346.8200  1326.1900  1332.0600\n",
      "2003-01-08    1332.06  1331.4400  1373.1200  1330.4500  1372.0700\n",
      "2003-01-09    1372.07  1374.6200  1402.2900  1365.3700  1397.3800\n",
      "2003-01-10    1397.38  1398.3800  1411.3700  1384.6300  1384.8600\n",
      "2003-01-13    1384.86  1381.8700  1391.1900  1378.6500  1386.3100\n",
      "2003-01-14    1386.31  1386.9000  1476.9100  1386.5900  1466.8500\n",
      "2003-01-15    1466.85  1477.4500  1485.8000  1448.2700  1459.9200\n",
      "2003-01-16    1459.92  1458.8700  1486.0600  1454.5500  1485.6200\n",
      "2003-01-17    1485.62  1488.2700  1492.7200  1472.9600  1478.6700\n",
      "2003-01-20    1478.67  1475.7100  1482.9400  1458.1200  1482.6800\n",
      "2003-01-21    1482.68  1485.8700  1489.5500  1454.6100  1454.8900\n",
      "2003-01-22    1454.89  1448.8300  1463.9400  1446.3500  1460.5300\n",
      "2003-01-23    1460.53  1460.2500  1470.3300  1448.7000  1450.6200\n",
      "2003-01-24    1450.62  1449.5000  1483.5600  1448.0100  1479.0700\n",
      "2003-01-27    1479.07  1481.6100  1500.3800  1480.9700  1496.1600\n",
      "2003-01-28    1496.16  1497.1000  1502.4300  1489.1600  1500.6400\n",
      "2003-01-29    1500.64  1501.2900  1508.5900  1498.3700  1499.8200\n",
      "2003-02-10    1499.82  1499.1700  1499.6400  1477.5200  1480.1700\n",
      "2003-02-11    1480.17  1478.0500  1492.8900  1476.8700  1492.7600\n",
      "2003-02-12    1492.76  1493.2500  1510.9800  1486.3100  1510.6700\n",
      "2003-02-13    1510.67  1512.2900  1519.2900  1502.4300  1504.3400\n",
      "2003-02-14    1504.34  1503.3700  1515.2600  1500.9800  1510.9500\n",
      "2003-02-17    1510.95  1510.6400  1514.6400  1490.9200  1496.5200\n",
      "2003-02-18    1496.52  1495.1400  1500.2900  1488.8300  1496.4700\n",
      "2003-02-19    1496.47  1496.6500  1511.1300  1490.0200  1510.8000\n",
      "2003-02-20     1510.8  1513.0100  1517.7700  1507.2300  1509.4900\n",
      "2003-02-21    1509.49  1508.0800  1508.1300  1476.4100  1478.8700\n",
      "2003-02-24    1478.87  1476.0700  1488.0700  1474.4700  1481.9400\n",
      "2003-02-25    1481.94  1481.1100  1511.6500  1481.1100  1511.2800\n",
      "2003-02-26    1511.28  1513.4900  1515.4600  1506.5500  1513.1700\n",
      "2003-02-27    1513.17  1514.0200  1524.7500  1508.7500  1513.7000\n",
      "2003-02-28     1513.7  1512.8700  1514.5000  1501.4200  1511.9300\n",
      "2003-03-03    1511.93  1511.5900  1525.7000  1511.0500  1525.4800\n",
      "2003-03-04    1525.48  1527.4500  1529.7500  1517.8600  1524.3000\n",
      "2003-03-05     1524.3  1524.0800  1524.1200  1508.2500  1517.1800\n",
      "2003-03-06    1517.18  1516.6000  1517.3500  1494.2400  1498.3400\n",
      "2003-03-07    1498.34  1495.6900  1502.4300  1489.3800  1493.0900\n",
      "2003-03-10    1493.09  1492.2100  1496.1600  1467.6400  1468.9200\n",
      "2003-03-11    1468.92  1467.5500  1473.9500  1463.5800  1469.5500\n",
      "2003-03-12    1469.55  1468.7500  1475.2900  1458.5000  1475.0100\n",
      "2003-03-13    1475.01  1475.0400  1477.8600  1463.3300  1464.6500\n",
      "2003-03-14    1464.65  1464.9900  1471.5000  1461.3500  1466.0400\n",
      "2003-03-17    1466.04  1465.1400  1469.5300  1453.3700  1469.2700\n",
      "2003-03-18    1469.27  1468.9900  1478.9900  1458.9800  1459.8900\n",
      "2003-03-19    1459.89  1458.5800  1475.8400  1452.5900  1469.9600\n",
      "2003-03-20    1469.96  1469.6600  1477.2500  1460.8000  1464.5400\n",
      "2003-03-21    1464.54  1464.1800  1475.8100  1461.9100  1474.6600\n",
      "2003-03-24    1474.66  1474.5900  1477.9700  1470.4300  1477.7700\n",
      "2003-03-25    1477.77  1478.0500  1478.4000  1461.7500  1462.4000\n",
      "2003-03-26     1462.4  1461.3200  1465.4200  1452.8900  1456.2700\n",
      "2003-03-27    1456.27  1455.4400  1507.6700  1447.0100  1499.3500\n",
      "2003-03-28    1499.35  1498.4500  1508.2600  1488.6000  1491.9400\n",
      "2003-03-31    1491.94  1491.3900  1511.2200  1490.9900  1510.5800\n",
      "2003-04-01    1510.58  1513.0000  1525.2300  1508.8400  1522.5500\n",
      "2003-04-02    1522.55  1522.4900  1525.7700  1516.7900  1521.3200\n",
      "2003-04-03    1521.32  1521.3600  1522.6700  1510.5100  1511.7300\n",
      "2003-04-04    1511.73  1510.2200  1521.7800  1509.6100  1521.1300\n",
      "2003-04-07    1521.13  1521.9000  1530.3700  1512.5000  1515.1300\n",
      "2003-04-08    1515.13  1515.6400  1523.9500  1513.2300  1520.5500\n",
      "2003-04-09    1520.55  1519.9800  1545.3400  1510.3400  1543.6700\n",
      "2003-04-10    1543.67  1546.5100  1559.8700  1541.2900  1551.1800\n",
      "2003-04-11    1551.18  1552.0000  1581.7000  1548.5300  1576.8600\n",
      "2003-04-14    1576.86  1581.3800  1616.6500  1581.2000  1616.0700\n",
      "2003-04-15    1616.07  1619.9500  1632.0900  1606.7300  1631.4700\n",
      "2003-04-16    1631.47  1633.5300  1649.6000  1598.8300  1606.2400\n",
      "2003-04-17    1606.24  1606.2300  1621.2300  1595.6300  1613.6000\n",
      "2003-04-18     1613.6  1616.9000  1620.8100  1596.6700  1603.0800\n",
      "2003-04-21    1603.08  1598.5000  1598.5800  1557.1200  1571.7100\n",
      "2003-04-22    1571.71  1570.5700  1575.8000  1563.5900  1568.6900\n",
      "2003-04-23    1568.69  1568.1300  1569.7900  1540.0700  1541.9600\n",
      "2003-04-24    1541.96  1538.5800  1542.1100  1492.9000  1503.5900\n",
      "2003-04-25    1503.59  1501.5700  1513.3300  1481.0700  1487.1500\n",
      "2003-04-28    1487.15  1483.4700  1538.5900  1473.2700  1537.6900\n",
      "2003-04-29    1537.69  1535.8800  1535.8800  1508.3200  1509.3100\n",
      "2003-04-30    1509.31  1511.1500  1539.5700  1510.6000  1521.4400\n",
      "2003-05-12    1521.44  1522.9800  1536.8900  1511.8700  1531.8700\n",
      "2003-05-13    1531.87  1533.0800  1534.8000  1481.7400  1485.3100\n",
      "2003-05-14    1485.31  1480.1100  1523.3200  1477.2500  1522.9200\n",
      "2003-05-15    1522.92  1524.5000  1555.5600  1516.4200  1555.2900\n",
      "2003-05-16    1555.29  1555.9100  1560.7200  1543.1700  1554.4500\n",
      "2003-05-19    1554.45  1557.2900  1563.1100  1546.7500  1555.4500\n",
      "2003-05-20    1555.45  1553.6900  1553.8500  1530.6700  1535.5200\n",
      "2003-05-21    1535.52  1534.6000  1547.3100  1530.0500  1533.4800\n",
      "2003-05-22    1533.48  1532.1800  1546.3900  1522.1900  1546.1100\n",
      "2003-05-23    1546.11  1547.1500  1571.6900  1547.0900  1560.9500\n",
      "2003-05-26    1560.95  1563.2000  1574.3900  1561.0400  1569.5100\n",
      "2003-05-27    1569.51  1572.3100  1575.6300  1558.1300  1568.3400\n",
      "2003-05-28    1568.34  1569.3300  1576.6200  1549.0600  1551.8100\n",
      "2003-05-29    1551.81  1549.0500  1568.5400  1543.3400  1568.1600\n",
      "2003-05-30    1568.16  1570.9200  1581.6100  1567.2800  1576.2600\n",
      "2003-06-02    1576.26  1577.9900  1578.8700  1564.6100  1576.5300\n",
      "2003-06-03    1576.53  1577.0800  1582.4100  1561.0800  1562.2400\n",
      "2003-06-04    1562.24  1560.6700  1574.7700  1546.6200  1574.1100\n",
      "2003-06-05    1574.11  1575.3100  1575.6300  1555.4500  1556.2500\n",
      "2003-06-06    1556.25  1553.1900  1557.7600  1538.1000  1538.9200\n",
      "2003-06-09    1538.92  1536.2700  1548.1400  1527.8400  1530.2100\n",
      "2003-06-10    1530.21  1529.5300  1541.3900  1529.5200  1538.7600\n",
      "2003-06-11    1538.76  1540.7200  1566.9000  1540.7000  1565.8400\n",
      "2003-06-12    1565.84  1566.9200  1569.1300  1556.5300  1562.1100\n",
      "2003-06-13    1562.11  1562.6100  1572.4100  1560.3000  1566.7700\n",
      "2003-06-16    1566.77  1568.1900  1569.5500  1555.3700  1559.7000\n",
      "2003-06-17     1559.7  1559.1200  1564.9400  1552.4300  1557.1700\n",
      "2003-06-18    1557.17  1556.8900  1565.9200  1552.8300  1553.8800\n",
      "2003-06-19    1553.88  1554.0200  1557.3800  1530.3800  1538.7500\n",
      "2003-06-20    1538.75  1537.5000  1542.4200  1528.3000  1529.4700\n",
      "2003-06-23    1529.47  1524.5800  1524.9100  1509.4300  1511.3700\n",
      "2003-06-24    1511.37  1509.1100  1515.8400  1504.7200  1512.4300\n",
      "2003-06-25    1512.43  1512.4900  1515.9200  1498.9600  1502.0800\n",
      "2003-06-26    1502.08  1500.3400  1517.2100  1486.0800  1515.3800\n",
      "2003-06-27    1515.38  1516.8100  1516.8700  1494.4400  1497.0500\n",
      "2003-06-30    1497.05  1493.6900  1500.9700  1483.6900  1486.0200\n",
      "2003-07-01    1486.02  1485.5200  1502.5700  1482.8200  1484.7000\n",
      "2003-07-02     1484.7  1485.4400  1499.9700  1477.8700  1499.6800\n",
      "2003-07-03    1499.68  1501.9000  1507.7100  1497.7400  1504.4400\n",
      "2003-07-04    1504.44  1504.6000  1510.1700  1497.4600  1502.3500\n",
      "2003-07-07    1502.35  1500.8500  1503.8100  1490.9700  1501.4800\n",
      "2003-07-08    1501.48  1501.6200  1513.5500  1500.9800  1512.0200\n",
      "2003-07-09    1512.02  1512.3400  1513.2800  1499.3400  1503.3100\n",
      "2003-07-10    1503.31  1503.5100  1532.1900  1501.7100  1531.9300\n",
      "2003-07-11    1531.93  1532.6400  1535.9700  1523.2400  1528.8500\n",
      "2003-07-14    1528.85  1528.3900  1529.3300  1519.1200  1521.4100\n",
      "2003-07-15    1521.41  1521.5600  1531.0000  1516.8900  1525.4400\n",
      "2003-07-16    1525.44  1525.5000  1529.8200  1520.4100  1529.4900\n",
      "2003-07-17    1529.49  1529.9700  1540.1900  1529.3600  1539.3600\n",
      "2003-07-18    1539.36  1539.0500  1539.0600  1506.4900  1507.1600\n",
      "2003-07-21    1507.16  1501.3900  1504.7100  1483.5700  1495.8800\n",
      "2003-07-22    1495.88  1499.8900  1510.3100  1485.4600  1498.4800\n",
      "2003-07-23    1498.48  1499.3100  1505.3100  1491.6600  1502.1500\n",
      "2003-07-24    1502.15  1503.0600  1503.3800  1491.2000  1493.4500\n",
      "2003-07-25    1493.45  1494.5800  1502.6400  1471.2900  1477.6500\n",
      "2003-07-28    1477.65  1474.7400  1474.7400  1464.8700  1470.3900\n",
      "2003-07-29    1470.39  1470.3900  1480.5800  1469.9300  1477.3000\n",
      "2003-07-30     1477.3  1477.4100  1483.0700  1468.8200  1479.6500\n",
      "2003-07-31    1479.65  1480.0100  1482.6000  1474.1400  1476.7400\n",
      "2003-08-01    1476.74  1476.4700  1478.3600  1464.9800  1476.9700\n",
      "2003-08-04    1476.97  1476.8200  1494.4200  1471.8900  1494.3700\n",
      "2003-08-05    1494.37  1494.4900  1497.0100  1488.9700  1494.3100\n",
      "2003-08-06    1494.31  1493.0300  1493.3900  1482.6800  1486.2500\n",
      "2003-08-07    1486.25  1485.7400  1497.1000  1485.0600  1487.3700\n",
      "2003-08-08    1487.37  1487.1700  1487.4100  1468.4400  1471.2700\n",
      "2003-08-11    1471.27  1469.2600  1474.7200  1462.7200  1474.4100\n",
      "2003-08-12    1474.41  1473.9900  1484.5900  1472.3900  1479.2800\n",
      "2003-08-13    1479.28  1479.6700  1481.1200  1465.0600  1465.8300\n",
      "2003-08-14    1465.83  1464.3800  1475.0200  1451.6100  1455.9000\n",
      "2003-08-15     1455.9  1454.6800  1457.6300  1447.1100  1450.2000\n",
      "2003-08-18     1450.2  1449.6700  1451.6700  1442.4800  1445.0900\n",
      "2003-08-19    1445.09  1444.6600  1453.4500  1444.2300  1449.7100\n",
      "2003-08-20    1449.71  1449.5000  1450.4700  1432.7500  1441.6600\n",
      "2003-08-21    1441.66  1441.7800  1442.8600  1434.3100  1441.0900\n",
      "2003-08-22    1441.09  1438.7900  1446.2800  1436.9000  1438.8800\n",
      "2003-08-25    1438.88  1434.2100  1434.2100  1419.2600  1422.1800\n",
      "2003-08-26    1422.18  1420.8500  1428.4100  1417.8300  1425.2100\n",
      "2003-08-27    1425.21  1425.1400  1432.3500  1420.3500  1425.3600\n",
      "2003-08-28    1425.36  1425.7300  1428.3500  1414.8800  1415.6900\n",
      "2003-08-29    1415.69  1414.4100  1422.3500  1406.6800  1421.9800\n",
      "2003-09-01    1421.98  1423.3500  1450.0400  1420.1200  1449.8200\n",
      "2003-09-02    1449.82  1450.5100  1456.5500  1442.0100  1446.5100\n",
      "2003-09-03    1446.51  1446.2800  1451.2200  1438.6900  1447.8500\n",
      "2003-09-04    1447.85  1447.7700  1453.4300  1443.3800  1447.4200\n",
      "2003-09-05    1447.42  1446.9400  1446.9700  1424.1700  1431.5300\n",
      "2003-09-08    1431.53  1429.4600  1429.5600  1421.1400  1425.7300\n",
      "2003-09-09    1425.73  1424.6900  1429.7100  1414.8800  1420.0700\n",
      "2003-09-10    1420.07  1419.5200  1424.7700  1415.7200  1423.1800\n",
      "2003-09-11    1423.18  1422.9000  1429.5600  1421.8200  1423.9600\n",
      "2003-09-12    1423.96  1426.3400  1426.8100  1407.9500  1409.1600\n",
      "2003-09-15    1409.16  1407.8100  1416.0800  1394.2700  1397.5400\n",
      "2003-09-16    1397.54  1396.7500  1406.7200  1389.4900  1406.1000\n",
      "2003-09-17     1406.1  1406.2500  1406.3700  1386.7800  1389.8200\n",
      "2003-09-18    1389.82  1388.0900  1395.2000  1383.4000  1390.4800\n",
      "2003-09-19    1390.48  1390.8400  1395.6000  1383.7200  1391.3700\n",
      "2003-09-22    1391.37  1392.9000  1395.0700  1378.3200  1381.4400\n",
      "2003-09-23    1381.44  1380.8500  1390.3500  1372.8500  1390.1700\n",
      "2003-09-24    1390.17  1391.4000  1396.9400  1386.7900  1394.2300\n",
      "2003-09-25    1394.23  1394.4900  1394.7400  1374.7900  1376.2900\n",
      "2003-09-26    1376.29  1374.6000  1377.8700  1367.7500  1370.8400\n",
      "2003-09-29    1370.84  1369.4400  1369.4800  1353.2400  1355.3400\n",
      "2003-09-30    1355.34  1354.6500  1371.0700  1348.2200  1367.1600\n",
      "2003-10-08    1367.16  1366.2000  1373.0800  1359.5000  1371.6800\n",
      "2003-10-09    1371.68  1371.6800  1379.9900  1367.6500  1369.1700\n",
      "2003-10-10    1369.17  1369.0000  1406.0000  1367.1100  1404.0100\n",
      "2003-10-13    1404.01  1405.3300  1411.8800  1397.6900  1399.6600\n",
      "2003-10-14    1399.66  1399.8400  1400.7500  1382.4800  1388.1700\n",
      "2003-10-15    1388.17  1388.2400  1401.5400  1380.8100  1383.1000\n",
      "2003-10-16     1383.1  1381.4600  1382.5300  1362.9800  1365.5100\n",
      "2003-10-17    1365.51  1365.3100  1375.6600  1362.4100  1370.5800\n",
      "2003-10-20    1370.58  1369.7100  1370.4900  1355.5500  1359.5000\n",
      "2003-10-21     1359.5  1359.5100  1364.6100  1350.2100  1364.3000\n",
      "2003-10-22     1364.3  1366.1100  1403.1000  1363.0900  1398.0100\n",
      "2003-10-23    1398.01  1398.5900  1407.3900  1384.6400  1386.6500\n",
      "2003-10-24    1386.65  1385.9000  1389.8800  1376.7100  1381.8300\n",
      "2003-10-27    1381.83  1381.8400  1383.6000  1361.1900  1369.4600\n",
      "2003-10-28    1369.46  1366.0000  1382.6000  1356.4900  1369.3300\n",
      "2003-10-29    1369.33  1372.3500  1375.9100  1344.4200  1361.4900\n",
      "2003-10-30    1361.49  1360.0200  1360.0700  1340.2900  1344.6300\n",
      "2003-10-31    1344.63  1341.5000  1364.6600  1334.7800  1348.3000\n",
      "2003-11-03     1348.3  1346.4800  1367.3400  1339.9600  1364.0600\n",
      "2003-11-04    1364.06  1363.9600  1412.9100  1363.9000  1389.5500\n",
      "2003-11-05    1389.55  1389.7200  1396.8600  1375.9900  1385.1100\n",
      "2003-11-06    1385.11  1384.6700  1385.8400  1351.1000  1356.7900\n",
      "2003-11-07    1356.79  1353.4300  1353.4500  1323.1200  1335.2000\n",
      "2003-11-10     1335.2  1330.9600  1340.8700  1322.0500  1340.1000\n",
      "2003-11-11     1340.1  1340.3200  1350.3900  1331.1200  1343.6200\n",
      "2003-11-12    1343.62  1341.5700  1341.5800  1316.8500  1317.7900\n",
      "2003-11-13    1317.79  1313.9300  1324.9800  1307.3900  1319.6100\n",
      "2003-11-14    1319.61  1318.7200  1331.4200  1312.7900  1331.0500\n",
      "2003-11-17    1331.05  1330.4900  1333.4100  1323.6800  1328.1000\n",
      "2003-11-18     1328.1  1334.6500  1336.1000  1314.9900  1316.5600\n",
      "2003-11-19    1316.56  1313.8400  1341.5600  1312.5600  1338.8700\n",
      "2003-11-20    1338.87  1338.6000  1377.1200  1336.1400  1376.5100\n",
      "2003-11-21    1376.51  1379.9400  1394.5700  1359.9000  1361.5600\n",
      "2003-11-24    1361.56  1360.3300  1404.2500  1360.2300  1404.0100\n",
      "2003-11-25    1404.01  1407.7600  1423.5800  1400.9000  1408.4100\n",
      "2003-11-26    1408.41  1407.3000  1413.7700  1398.0300  1411.9100\n",
      "2003-11-27    1411.91  1412.3100  1415.7400  1387.7900  1389.1000\n",
      "2003-11-28     1389.1  1388.3100  1401.4600  1385.8200  1397.2200\n",
      "2003-12-01    1397.22  1398.7100  1432.8200  1398.7100  1432.7000\n",
      "2003-12-02     1432.7  1437.2400  1444.5700  1430.2400  1435.3100\n",
      "2003-12-03    1435.31  1434.7000  1462.0700  1424.3500  1445.0300\n",
      "2003-12-04    1445.03  1445.4000  1454.3200  1440.8200  1452.8100\n",
      "2003-12-05    1452.81  1454.4100  1456.8700  1440.7900  1451.1200\n",
      "2003-12-08    1451.12  1452.1100  1459.4800  1435.1400  1436.6600\n",
      "2003-12-09    1436.66  1435.1000  1443.6100  1429.0600  1443.3700\n",
      "2003-12-10    1443.37  1449.5700  1469.7100  1448.5000  1469.4200\n",
      "2003-12-11    1469.42  1472.3800  1475.3800  1460.1900  1470.0200\n",
      "2003-12-12    1470.02  1469.7000  1472.8600  1459.5500  1470.7900\n",
      "2003-12-15    1470.79  1471.2400  1474.6700  1465.5100  1470.3600\n",
      "2003-12-16    1470.36  1469.1200  1469.1300  1441.0600  1466.3400\n",
      "2003-12-17    1466.34  1465.6100  1480.4300  1453.8800  1453.9900\n",
      "2003-12-18    1453.99  1450.8500  1458.6700  1445.0800  1457.3000\n",
      "2003-12-19     1457.3  1463.4500  1470.2100  1429.7100  1446.2900\n",
      "2003-12-22    1446.29  1444.1700  1493.5400  1441.5900  1492.9600\n",
      "2003-12-23    1492.96  1497.5700  1507.0400  1487.1200  1500.6400\n",
      "2003-12-24    1500.64  1501.3600  1514.3200  1498.9800  1513.8300\n",
      "2003-12-25    1513.83  1514.9300  1525.3000  1504.2500  1512.6000\n",
      "2003-12-26     1512.6  1513.1100  1516.4800  1504.1300  1514.7800\n",
      "2003-12-29    1514.78  1509.2800  1512.9700  1495.5400  1496.4300\n",
      "2003-12-30    1496.43  1495.6700  1513.7300  1495.3900  1511.6900\n",
      "2003-12-31    1511.69  1513.6200  1516.5200  1491.2500  1497.0400\n",
      "2004-01-02    1497.04  1492.7200  1526.2400  1491.6900  1517.1900\n",
      "2004-01-05    1517.19  1516.8000  1568.8200  1516.7000  1568.3500\n",
      "2004-01-06    1568.35  1568.9000  1589.0800  1557.9300  1574.5200\n",
      "2004-01-07    1574.52  1574.1000  1595.0000  1565.0900  1587.2000\n",
      "2004-01-08     1587.2  1587.4500  1616.5800  1582.8800  1610.1300\n",
      "2004-01-09    1610.13  1612.3900  1618.7600  1579.6900  1581.4700\n",
      "2004-01-12    1581.47  1579.8800  1619.0900  1573.7700  1618.5200\n",
      "2004-01-13    1618.52  1622.0500  1627.4900  1596.7200  1612.6800\n",
      "2004-01-14    1612.68  1612.9200  1613.1500  1585.9100  1592.4200\n",
      "2004-01-15    1592.42  1591.8200  1601.4100  1582.3600  1586.4900\n",
      "2004-01-16    1586.49  1589.3800  1604.7600  1579.2400  1600.4200\n",
      "2004-01-29    1600.42  1605.2500  1629.1800  1603.3100  1628.8400\n",
      "2004-01-30    1628.84  1631.1100  1634.4100  1589.4000  1590.7300\n",
      "2004-02-02    1590.73  1630.6500  1650.2900  1585.9600  1623.8800\n",
      "2004-02-03    1623.88  1625.2900  1650.2400  1615.8100  1649.2800\n",
      "2004-02-04    1649.28  1652.6100  1685.7700  1652.6100  1685.1600\n",
      "2004-02-05    1685.16  1690.9400  1693.9000  1674.6200  1693.4300\n",
      "2004-02-06    1693.43  1690.5600  1705.9100  1671.4000  1679.1900\n",
      "2004-02-09    1679.19  1679.5800  1703.7700  1679.1000  1703.5300\n",
      "2004-02-10    1703.53  1708.9000  1715.4600  1683.6000  1691.0100\n",
      "2004-02-11    1691.01  1691.6100  1692.9000  1660.0100  1677.7600\n",
      "2004-02-12    1677.76  1679.0800  1693.0100  1660.3100  1663.8300\n",
      "2004-02-13    1663.83  1664.6000  1672.4400  1653.2400  1658.5400\n",
      "2004-02-16    1658.54  1661.4500  1697.2600  1661.4400  1696.8300\n",
      "2004-02-17    1696.83  1701.4100  1710.8600  1693.9600  1703.7700\n",
      "2004-02-18    1703.77  1704.7400  1719.8900  1697.3200  1717.1000\n",
      "2004-02-19     1717.1  1719.3100  1728.0200  1710.7000  1717.0200\n",
      "2004-02-20    1717.02  1715.8100  1722.5700  1702.9300  1721.7500\n",
      "2004-02-23    1721.75  1725.5900  1730.2800  1680.8900  1681.6500\n",
      "2004-02-24    1681.65  1675.6300  1683.0400  1650.1800  1682.3000\n",
      "2004-02-25     1682.3  1684.9000  1700.5000  1642.6900  1647.3800\n",
      "2004-02-26    1647.38  1642.4100  1655.3000  1628.8400  1654.9000\n",
      "2004-02-27     1654.9  1657.2600  1675.3200  1657.0400  1675.0700\n",
      "2004-03-01    1675.07  1676.2200  1690.0700  1661.3400  1689.7600\n",
      "2004-03-02    1689.76  1692.6200  1694.8200  1677.9800  1687.2800\n",
      "2004-03-03    1687.28  1686.9600  1688.9300  1654.5600  1661.8100\n",
      "2004-03-04    1661.81  1658.6300  1670.1600  1642.6300  1668.8700\n",
      "2004-03-05    1668.87  1671.0600  1675.0300  1660.2100  1662.1000\n",
      "2004-03-08     1662.1  1660.6400  1665.7300  1635.4400  1637.1400\n",
      "2004-03-09    1637.14  1636.2100  1659.6500  1634.7100  1637.1000\n",
      "2004-03-10     1637.1  1639.6800  1678.4000  1639.6800  1678.0700\n",
      "2004-03-11    1678.07  1680.3100  1698.7800  1672.6700  1691.6400\n",
      "2004-03-12    1691.64  1692.8700  1699.2500  1680.4500  1694.7400\n",
      "2004-03-15    1694.74  1696.9400  1738.9800  1696.8200  1736.2200\n",
      "2004-03-16    1736.22  1741.6200  1747.9800  1730.7300  1745.5400\n",
      "2004-03-17    1745.54  1746.7400  1750.7100  1730.2700  1745.1000\n",
      "2004-03-18     1745.1  1746.1800  1755.1000  1714.8900  1717.2600\n",
      "2004-03-19    1717.26  1715.4700  1748.1900  1710.8400  1747.8700\n",
      "2004-03-22    1747.87  1749.7100  1760.0800  1742.3700  1755.6800\n",
      "2004-03-23    1755.68  1755.3200  1755.3300  1731.4900  1741.6900\n",
      "2004-03-24    1741.69  1740.8900  1752.4200  1729.5100  1740.0500\n",
      "2004-03-25    1740.05  1737.4900  1751.8100  1725.9800  1736.4800\n",
      "2004-03-26    1736.48  1737.0600  1741.5700  1720.8800  1734.0500\n",
      "2004-03-29    1734.05  1734.5900  1740.3100  1717.8600  1719.6700\n",
      "2004-03-30    1719.67  1718.7800  1727.1800  1711.6600  1724.2800\n",
      "2004-03-31    1724.28  1726.5700  1745.7000  1724.2100  1741.6200\n",
      "2004-04-01    1741.62  1744.7100  1758.9800  1741.3300  1758.1500\n",
      "2004-04-02    1758.15  1760.4700  1771.6700  1756.6500  1768.6400\n",
      "2004-04-05    1768.64  1771.7400  1774.1200  1753.7100  1766.4800\n",
      "2004-04-06    1766.48  1767.3200  1777.7400  1754.7400  1777.5200\n",
      "2004-04-07    1777.52  1779.4300  1783.0100  1771.1300  1774.5500\n",
      "2004-04-08    1774.55  1774.4000  1778.1000  1765.0200  1770.2800\n",
      "2004-04-09    1770.28  1770.9100  1778.2200  1721.5900  1727.3500\n",
      "2004-04-12    1727.35  1717.2000  1729.6200  1702.4000  1722.9900\n",
      "2004-04-13    1722.99  1724.5800  1734.9200  1710.3900  1715.1400\n",
      "2004-04-14    1715.14  1714.5300  1716.8200  1678.3400  1697.1600\n",
      "2004-04-15    1697.16  1697.2400  1705.0200  1674.9100  1679.0800\n",
      "2004-04-16    1679.08  1678.9700  1694.5600  1656.3000  1693.8600\n",
      "2004-04-19    1693.86  1695.3300  1698.6900  1672.3500  1675.8800\n",
      "2004-04-20    1675.88  1674.3600  1682.0500  1659.9500  1669.4200\n",
      "2004-04-21    1669.42  1669.3800  1675.3600  1645.0800  1651.5800\n",
      "2004-04-22    1651.58  1649.0500  1659.7900  1637.2900  1657.7900\n",
      "2004-04-23    1657.79  1653.9400  1653.9900  1632.5600  1635.5000\n",
      "2004-04-26     1635.5  1633.2700  1644.5000  1623.0500  1635.5000\n",
      "2004-04-27     1635.5  1636.4400  1640.6900  1608.8100  1611.8600\n",
      "2004-04-28    1611.86  1606.4200  1615.1400  1589.1000  1606.8000\n",
      "2004-04-29     1606.8  1605.3000  1613.5600  1578.0900  1579.4500\n",
      "2004-04-30    1579.45  1579.9700  1599.5600  1572.2300  1595.5900\n",
      "2004-05-10    1595.59  1600.6300  1603.0700  1555.2600  1560.2100\n",
      "2004-05-11    1560.21  1556.7200  1570.7600  1545.6300  1568.0600\n",
      "2004-05-12    1568.06  1568.4100  1604.4200  1564.1400  1603.7700\n",
      "2004-05-13    1603.77  1605.7000  1606.0700  1589.4600  1597.5700\n",
      "2004-05-14    1597.57  1596.7300  1597.3200  1558.5400  1562.6900\n",
      "2004-05-17    1562.69  1556.6700  1562.3900  1537.4700  1539.9600\n",
      "2004-05-18    1539.96  1537.3400  1555.8600  1526.2400  1555.4400\n",
      "2004-05-19    1555.44  1559.2600  1575.3800  1548.1600  1558.2900\n",
      "2004-05-20    1558.29  1556.6800  1571.3000  1542.2200  1549.0600\n",
      "2004-05-21    1549.06  1548.5600  1559.8600  1545.6200  1558.3300\n",
      "2004-05-24    1558.33  1559.5500  1562.3300  1547.3600  1550.3500\n",
      "2004-05-25    1550.35  1549.0200  1549.5900  1516.3500  1518.0500\n",
      "2004-05-26    1518.05  1515.1600  1529.9100  1508.6400  1524.4400\n",
      "2004-05-27    1524.44  1524.9400  1559.5500  1515.9700  1557.1800\n",
      "2004-05-28    1557.18  1558.4200  1561.0000  1545.6500  1548.7200\n",
      "2004-05-31    1548.72  1549.0300  1556.7900  1544.7100  1555.9100\n",
      "2004-06-01    1555.91  1555.5600  1579.8200  1553.1200  1579.6600\n",
      "2004-06-02    1579.66  1580.2100  1580.5700  1562.2400  1567.0700\n",
      "2004-06-03    1567.07  1566.4200  1566.8300  1540.7400  1543.5300\n",
      "2004-06-04    1543.53  1541.0900  1549.5000  1534.9900  1542.0900\n",
      "2004-06-07    1542.09  1538.4600  1538.5000  1508.8700  1517.1400\n",
      "2004-06-08    1517.14  1514.7800  1519.9900  1488.6300  1493.8100\n",
      "2004-06-09    1493.81  1492.2000  1497.1800  1464.1600  1468.0700\n",
      "2004-06-10    1468.07  1465.5600  1478.1700  1456.3200  1468.3400\n",
      "2004-06-11    1468.34  1471.6900  1499.4600  1469.5400  1472.0700\n",
      "2004-06-14    1472.07  1471.4500  1471.4500  1431.3100  1438.7400\n",
      "2004-06-15    1438.74  1436.0800  1469.5700  1433.0300  1463.7800\n",
      "2004-06-16    1463.78  1465.2300  1491.6900  1452.5800  1475.4200\n",
      "2004-06-17    1475.42  1475.2700  1478.4900  1443.5300  1445.5000\n",
      "2004-06-18     1445.5  1442.4800  1442.4800  1411.0300  1427.3000\n",
      "2004-06-21     1427.3  1421.8300  1434.2000  1414.9700  1433.4700\n",
      "2004-06-22    1433.47  1434.4200  1456.1300  1430.9600  1450.6800\n",
      "2004-06-23    1450.68  1450.0700  1450.1100  1428.8000  1440.7300\n",
      "2004-06-24    1440.73  1438.3100  1447.3900  1426.4900  1427.7500\n",
      "2004-06-25    1427.75  1426.5500  1434.4700  1399.3900  1401.1100\n",
      "2004-06-28    1401.11  1396.3600  1397.5200  1380.2000  1385.1800\n",
      "2004-06-29    1385.18  1384.6400  1409.3800  1376.2200  1408.6900\n",
      "2004-06-30    1408.69  1408.2700  1415.8400  1394.6800  1399.1600\n",
      "2004-07-01    1399.16  1398.2000  1445.1000  1396.3500  1441.0700\n",
      "2004-07-02    1441.07  1441.1200  1447.6100  1428.0700  1441.1900\n",
      "2004-07-05    1441.19  1440.1700  1444.9300  1429.1200  1444.5900\n",
      "2004-07-06    1444.59  1445.4000  1466.7800  1445.3200  1450.5000\n",
      "2004-07-07     1450.5  1448.9500  1448.9600  1434.2900  1438.4000\n",
      "2004-07-08     1438.4  1436.4700  1440.6400  1426.9500  1439.7800\n",
      "2004-07-09    1439.78  1439.7300  1451.7500  1429.1400  1430.6500\n",
      "2004-07-12    1430.65  1426.2500  1426.2500  1393.8100  1397.1500\n",
      "2004-07-13    1397.15  1395.3500  1403.1400  1389.1600  1399.4600\n",
      "2004-07-14    1399.46  1399.8700  1408.9900  1378.9100  1403.7600\n",
      "2004-07-15    1403.76  1404.4700  1422.2600  1399.9800  1421.5400\n",
      "2004-07-16    1421.54  1423.6900  1458.3800  1422.2400  1456.1300\n",
      "2004-07-19    1456.13  1456.7700  1465.8400  1447.0500  1457.5400\n",
      "2004-07-20    1457.54  1457.2300  1457.2900  1440.0600  1447.9400\n",
      "2004-07-21    1447.94  1446.5200  1452.8600  1436.8500  1448.0400\n",
      "2004-07-22    1448.04  1448.1300  1449.6900  1404.5400  1407.4400\n",
      "2004-07-23    1407.44  1403.3600  1408.4600  1387.2600  1407.4000\n",
      "2004-07-26     1407.4  1401.8400  1401.8800  1381.9000  1387.6700\n",
      "2004-07-27    1387.67  1386.9900  1395.3100  1373.4200  1384.1300\n",
      "2004-07-28    1384.13  1385.5000  1397.1700  1366.5000  1388.8100\n",
      "2004-07-29    1388.81  1388.6200  1407.3600  1385.9600  1407.3300\n",
      "2004-07-30    1407.33  1408.4900  1409.1200  1384.7400  1386.2000\n",
      "2004-08-02     1386.2  1381.8800  1383.0800  1370.5000  1373.2200\n",
      "2004-08-03    1373.22  1371.2800  1378.2000  1363.6900  1366.2600\n",
      "2004-08-04    1366.26  1365.6600  1424.5500  1364.0100  1404.5100\n",
      "2004-08-05    1404.51  1402.3700  1413.0800  1387.5500  1389.0400\n",
      "2004-08-06    1389.04  1388.0700  1400.9500  1380.3200  1390.4600\n",
      "2004-08-09    1390.46  1388.0800  1397.5900  1382.9400  1395.8500\n",
      "2004-08-10    1395.85  1396.6200  1404.7200  1390.9400  1400.7700\n",
      "2004-08-11    1400.77  1401.0200  1401.2500  1382.2400  1384.9600\n",
      "2004-08-12    1384.96  1378.7900  1378.7900  1357.0800  1368.2000\n",
      "2004-08-13     1368.2  1361.9800  1377.8200  1358.3200  1368.4500\n",
      "2004-08-16    1368.45  1366.5200  1369.8700  1350.8400  1354.5100\n",
      "2004-08-17    1354.51  1354.3800  1364.4100  1344.8100  1360.2000\n",
      "2004-08-18     1360.2  1359.8700  1371.2300  1357.0300  1358.2200\n",
      "2004-08-19    1358.22  1357.2300  1357.2700  1333.4800  1340.4500\n",
      "2004-08-20    1340.45  1338.3100  1349.4700  1327.7700  1341.7400\n",
      "2004-08-23    1341.74  1339.9300  1339.9400  1322.9800  1325.4100\n",
      "2004-08-24    1325.41  1323.7900  1347.1500  1317.5600  1344.6300\n",
      "2004-08-25    1344.63  1344.4600  1346.9700  1334.2900  1339.7800\n",
      "2004-08-26    1339.78  1339.6200  1340.9500  1330.2200  1334.4200\n",
      "2004-08-27    1334.42  1333.3100  1337.7300  1314.6000  1320.6100\n",
      "2004-08-30    1320.61  1318.3200  1322.2300  1310.0200  1319.4100\n",
      "2004-08-31    1319.41  1342.3000  1360.7500  1331.7600  1342.0600\n",
      "2004-09-01    1342.06  1340.7500  1340.7700  1319.8600  1321.4600\n",
      "2004-09-02    1321.46  1319.0700  1328.6100  1303.1900  1327.9300\n",
      "2004-09-03    1327.93  1327.8100  1333.2200  1319.8300  1327.1200\n",
      "2004-09-06    1327.12  1326.4600  1326.8700  1315.9600  1321.4600\n",
      "2004-09-07    1321.46  1321.2100  1325.6800  1312.3100  1324.2900\n",
      "2004-09-08    1324.29  1322.8400  1323.2600  1302.1100  1309.3300\n",
      "2004-09-09    1309.33  1307.4700  1307.4700  1281.7500  1284.3100\n",
      "2004-09-10    1284.31  1281.5800  1287.7500  1270.9400  1287.0800\n",
      "2004-09-13    1287.08  1285.3200  1285.3200  1259.4300  1260.3200\n",
      "2004-09-14    1260.32  1266.2300  1305.7300  1266.2300  1300.3600\n",
      "2004-09-15    1300.36  1303.2900  1374.0400  1301.3800  1355.2300\n",
      "2004-09-16    1355.23  1364.2500  1377.9900  1354.2000  1371.2000\n",
      "2004-09-17     1371.2  1373.5000  1415.6400  1368.5400  1414.7000\n",
      "2004-09-20     1414.7  1423.9700  1463.7900  1422.9000  1463.2200\n",
      "2004-09-21    1463.22  1466.2000  1467.5400  1436.5100  1448.5600\n",
      "2004-09-22    1448.56  1444.2500  1451.4100  1414.7000  1420.1500\n",
      "2004-09-23    1420.15  1417.3900  1464.9800  1408.6100  1464.7800\n",
      "2004-09-24    1464.78  1475.0900  1496.2100  1434.3100  1435.5600\n",
      "2004-09-27    1435.56  1452.5100  1466.4000  1419.3100  1427.4000\n",
      "2004-09-28     1427.4  1430.2200  1438.0500  1416.6000  1435.5900\n",
      "2004-09-29    1435.59  1436.7100  1438.9800  1417.8300  1420.0100\n",
      "2004-09-30    1420.01  1418.1100  1420.0500  1390.6800  1396.7000\n",
      "2004-10-08     1396.7  1395.6700  1423.2000  1373.9300  1422.9300\n",
      "2004-10-11    1422.93  1424.2200  1437.5700  1409.2200  1413.1500\n",
      "2004-10-12    1413.15  1410.6100  1410.6100  1380.6900  1384.4400\n",
      "2004-10-13    1384.44  1382.3600  1393.6500  1372.0600  1386.7200\n",
      "2004-10-14    1386.72  1386.8600  1387.3600  1331.1300  1332.9400\n",
      "2004-10-15    1332.94  1328.4700  1340.1200  1312.5500  1330.5200\n",
      "2004-10-18    1330.52  1332.5200  1341.7800  1316.3200  1335.3900\n",
      "2004-10-19    1335.39  1339.0600  1361.8100  1334.4600  1337.6200\n",
      "2004-10-20    1337.62  1337.7100  1337.7100  1311.8800  1330.5800\n",
      "2004-10-21    1330.58  1331.2200  1340.9600  1304.5400  1310.5500\n",
      "2004-10-22    1310.55  1310.8500  1330.5600  1294.0400  1329.3600\n",
      "2004-10-25    1329.36  1337.2500  1346.8800  1308.8900  1311.1500\n",
      "2004-10-26    1311.15  1309.6200  1325.2000  1289.8700  1324.7800\n",
      "2004-10-27    1324.78  1326.9200  1343.0300  1314.8700  1342.8000\n",
      "2004-10-28     1342.8  1340.8200  1356.6300  1336.7500  1341.7400\n",
      "2004-10-29    1341.74  1316.6000  1337.2800  1304.0700  1320.5400\n",
      "2004-11-01    1320.54  1317.6600  1323.1000  1304.2900  1305.2900\n",
      "2004-11-02    1305.29  1303.8800  1306.2800  1290.9900  1301.5300\n",
      "2004-11-03    1301.53  1304.5800  1327.5000  1301.3200  1326.7500\n",
      "2004-11-04    1326.75  1328.1200  1338.2600  1301.3600  1304.7800\n",
      "2004-11-05    1304.78  1308.6500  1315.9400  1298.7100  1305.1300\n",
      "2004-11-08    1305.13  1303.5200  1307.6200  1292.9100  1304.2300\n",
      "2004-11-09    1304.23  1304.3700  1313.1500  1299.9400  1307.4300\n",
      "2004-11-10    1307.43  1310.3200  1360.7100  1302.7000  1354.3900\n",
      "2004-11-11    1354.39  1358.6500  1379.8600  1346.0300  1347.0700\n",
      "2004-11-12    1347.07  1346.8400  1360.3300  1341.1200  1352.2200\n",
      "2004-11-15    1352.22  1354.4800  1370.6200  1354.4800  1370.0500\n",
      "2004-11-16    1370.05  1372.5800  1376.1900  1361.2800  1370.3900\n",
      "2004-11-17    1370.39  1370.7000  1370.7900  1350.5200  1356.1400\n",
      "2004-11-18    1356.14  1353.5000  1368.0600  1352.8900  1367.8300\n",
      "2004-11-19    1367.83  1369.8100  1380.0800  1365.2400  1379.9600\n",
      "2004-11-22    1379.96  1381.5800  1387.3400  1374.4100  1383.0200\n",
      "2004-11-23    1383.02  1383.5300  1383.7900  1368.1400  1371.2400\n",
      "2004-11-24    1371.24  1371.3200  1380.7700  1358.4500  1359.1300\n",
      "2004-11-25    1359.13  1358.4100  1362.1600  1348.4100  1358.3300\n",
      "2004-11-26    1358.33  1357.5400  1362.4900  1354.8000  1356.7300\n",
      "2004-11-29    1356.73  1354.5800  1354.5800  1335.6100  1337.4300\n",
      "2004-11-30    1337.43  1336.0000  1341.4800  1332.2900  1340.7700\n",
      "2004-12-01    1340.77  1340.9200  1342.5500  1332.9700  1334.9400\n",
      "2004-12-02    1334.94  1333.5700  1334.0600  1324.5500  1333.0900\n",
      "2004-12-03    1333.09  1333.0100  1343.7100  1332.8600  1337.2000\n",
      "2004-12-06     1337.2  1337.8100  1342.8300  1327.3800  1339.6400\n",
      "2004-12-07    1339.64  1339.8200  1340.8800  1322.8200  1323.7500\n",
      "2004-12-08    1323.75  1331.2800  1337.8700  1322.0500  1326.4400\n",
      "2004-12-09    1326.44  1326.7400  1352.4500  1318.4700  1338.8100\n",
      "2004-12-10    1338.81  1336.6300  1340.3700  1316.6400  1317.7200\n",
      "2004-12-13    1317.72  1312.6100  1314.4000  1299.8000  1309.6900\n",
      "2004-12-14    1309.69  1309.0700  1315.8900  1303.1500  1307.5500\n",
      "2004-12-15    1307.55  1307.3400  1317.8200  1291.8600  1313.0500\n",
      "2004-12-16    1313.05  1311.0300  1317.6200  1302.4800  1305.0200\n",
      "2004-12-17    1305.02  1303.9400  1303.9400  1288.2400  1290.4900\n",
      "2004-12-20    1290.49  1286.0700  1286.0700  1272.1500  1275.4600\n",
      "2004-12-21    1275.46  1275.0900  1285.7000  1271.0300  1275.1700\n",
      "2004-12-22    1275.17  1277.1800  1307.7300  1275.0600  1307.5700\n",
      "2004-12-23    1307.57  1308.5800  1308.5900  1280.7200  1282.7200\n",
      "2004-12-24    1282.72  1281.3200  1290.6600  1280.3800  1285.0400\n",
      "2004-12-27    1285.04  1285.4100  1292.3100  1276.7300  1280.2700\n",
      "2004-12-28    1280.27  1280.9300  1283.6300  1271.9100  1278.9400\n",
      "2004-12-29    1278.94  1278.6900  1285.5500  1270.8900  1274.3100\n",
      "2004-12-30    1274.31  1273.1500  1280.5700  1264.1500  1273.7100\n",
      "2004-12-31    1273.71  1275.3900  1280.8300  1264.4900  1266.5000\n",
      "2005-01-04     1266.5  1260.7800  1260.7800  1238.1800  1242.7700\n",
      "2005-01-05    1242.77  1241.6800  1258.5800  1235.7500  1251.9400\n",
      "2005-01-06    1251.94  1252.4900  1252.7300  1234.2400  1239.4300\n",
      "2005-01-07    1239.43  1239.3200  1256.3100  1235.5100  1244.7500\n",
      "2005-01-10    1244.75  1243.5800  1252.7200  1236.0900  1252.4000\n",
      "2005-01-11     1252.4  1252.7100  1260.8700  1247.8400  1257.4600\n",
      "2005-01-12    1257.46  1257.1700  1257.1900  1246.4200  1256.9200\n",
      "2005-01-13    1256.92  1255.7200  1259.5000  1251.0200  1256.3100\n",
      "2005-01-14    1256.31  1255.8700  1268.8600  1243.8700  1245.6200\n",
      "2005-01-17    1245.62  1235.5700  1236.4000  1214.0700  1216.6500\n",
      "2005-01-18    1216.65  1215.7800  1226.0400  1207.0500  1225.4500\n",
      "2005-01-19    1225.45  1225.0800  1225.0800  1214.6300  1218.1100\n",
      "2005-01-20    1218.11  1213.3700  1213.9600  1199.1700  1204.3900\n",
      "2005-01-21    1204.39  1201.9300  1237.9100  1189.2100  1234.4800\n",
      "2005-01-24    1234.48  1258.0200  1265.9500  1239.8000  1255.7800\n",
      "2005-01-25    1255.78  1252.3500  1254.8700  1239.1600  1254.2300\n",
      "2005-01-26    1254.23  1252.3700  1254.2300  1240.1300  1241.9600\n",
      "2005-01-27    1241.96  1239.5800  1241.1400  1223.8800  1225.8900\n",
      "2005-01-28    1225.89  1223.7300  1226.3000  1208.8600  1213.6700\n",
      "2005-01-31    1213.67  1210.7600  1210.7600  1190.1700  1191.8200\n",
      "2005-02-01    1191.82  1189.5000  1203.0700  1187.2600  1188.9300\n",
      "2005-02-02    1188.93  1189.5000  1253.1600  1189.5000  1252.5000\n",
      "2005-02-03     1252.5  1253.8100  1269.1500  1236.1800  1242.3100\n",
      "2005-02-04    1242.31  1238.6100  1274.1200  1235.6400  1269.0000\n",
      "2005-02-16       1269  1276.0200  1291.4600  1270.3200  1278.8800\n",
      "2005-02-17    1278.88  1280.0300  1280.0300  1263.7100  1276.1300\n",
      "2005-02-18    1276.13  1275.6600  1278.6200  1258.5600  1258.9700\n",
      "2005-02-21    1258.97  1259.5300  1284.9400  1259.5100  1284.4800\n",
      "2005-02-22    1284.48  1285.6300  1312.5300  1282.7800  1309.2800\n",
      "2005-02-23    1309.28  1309.6200  1316.5900  1299.1500  1309.4700\n",
      "2005-02-24    1309.47  1307.0400  1310.9700  1296.9800  1309.9500\n",
      "2005-02-25    1309.95  1311.3700  1328.5300  1311.2000  1312.4400\n",
      "2005-02-28    1312.44  1311.4400  1315.1400  1298.9300  1306.0000\n",
      "2005-03-01       1306  1305.2500  1308.7600  1295.6400  1303.4100\n",
      "2005-03-02    1303.41  1303.3100  1316.7200  1285.9200  1287.4500\n",
      "2005-03-03    1287.45  1285.2000  1295.2500  1276.8800  1294.3400\n",
      "2005-03-04    1294.34  1294.1600  1299.6000  1286.4800  1287.7100\n",
      "2005-03-07    1287.71  1288.4100  1296.8800  1287.7400  1293.7400\n",
      "2005-03-08    1293.74  1298.2500  1318.8900  1296.9100  1318.2700\n",
      "2005-03-09    1318.27  1321.2100  1326.0800  1310.2300  1316.7900\n",
      "2005-03-10    1316.79  1316.9000  1316.9000  1282.5300  1286.2300\n",
      "2005-03-11    1286.23  1284.5100  1292.5300  1278.1500  1289.9400\n",
      "2005-03-14    1289.94  1288.9800  1304.1100  1271.5100  1293.5000\n",
      "2005-03-15     1293.5  1293.1300  1293.2600  1266.6400  1269.1400\n",
      "2005-03-16    1269.14  1267.0500  1268.1900  1247.8900  1255.5900\n",
      "2005-03-17    1255.59  1255.9800  1257.7900  1242.5100  1243.4700\n",
      "2005-03-18    1243.47  1242.4500  1248.0300  1223.6200  1227.4000\n",
      "2005-03-21     1227.4  1226.1400  1232.8200  1220.8200  1231.0500\n",
      "2005-03-22    1231.05  1230.6800  1231.6800  1202.4300  1206.9200\n",
      "2005-03-23    1206.92  1205.7600  1218.0100  1194.3200  1201.6500\n",
      "2005-03-24    1201.65  1200.2600  1208.6100  1187.5800  1208.1900\n",
      "2005-03-25    1208.19  1207.2000  1211.1600  1199.8700  1205.6300\n",
      "2005-03-28    1205.63  1204.8500  1204.8500  1185.4600  1200.1100\n",
      "2005-03-29    1200.11  1199.6900  1209.2300  1194.5900  1195.0200\n",
      "2005-03-30    1195.02  1192.4500  1192.4500  1171.8100  1172.5700\n",
      "2005-03-31    1172.57  1168.8300  1181.5300  1162.0300  1181.2400\n",
      "2005-04-01    1181.24  1180.3700  1237.8000  1173.5400  1223.5700\n",
      "2005-04-04    1223.57  1212.1200  1218.2800  1196.9400  1202.9700\n",
      "2005-04-05    1202.97  1200.6900  1209.3400  1189.2600  1191.7400\n",
      "2005-04-06    1191.74  1191.2000  1220.4100  1183.9100  1214.8700\n",
      "2005-04-07    1214.87  1216.7300  1248.0600  1213.6500  1225.4900\n",
      "2005-04-08    1225.49  1225.0500  1249.2000  1218.7600  1248.5200\n",
      "2005-04-11    1248.52  1248.1500  1252.8100  1235.3600  1240.9700\n",
      "2005-04-12    1240.97  1239.1300  1239.1300  1218.5100  1219.5100\n",
      "2005-04-13    1219.51  1228.9700  1254.3200  1228.9700  1248.2000\n",
      "2005-04-14     1248.2  1252.2100  1253.6000  1233.2400  1234.3300\n",
      "2005-04-15    1234.33  1229.6800  1229.6800  1213.2000  1216.9600\n",
      "2005-04-18    1216.96  1212.3900  1212.3900  1190.9800  1197.7300\n",
      "2005-04-19    1197.73  1196.2800  1202.4900  1191.2300  1199.9000\n",
      "2005-04-20     1199.9  1198.9600  1198.9600  1178.6400  1184.1900\n",
      "2005-04-21    1184.19  1182.2000  1190.5400  1167.9900  1172.5600\n",
      "2005-04-22    1172.56  1171.0300  1177.8800  1163.4000  1169.1900\n",
      "2005-04-25    1169.19  1166.3400  1166.3400  1146.4100  1157.9700\n",
      "2005-04-26    1157.97  1155.6400  1169.1400  1151.6400  1165.3400\n",
      "2005-04-27    1165.34  1165.1000  1166.2000  1148.1400  1148.7600\n",
      "2005-04-28    1148.76  1145.7500  1172.7100  1135.7300  1169.1200\n",
      "2005-04-29    1169.12  1168.3300  1170.2000  1155.9800  1159.1500\n",
      "2005-05-09    1159.15  1160.6200  1165.3900  1130.4100  1130.8400\n",
      "2005-05-10    1130.84  1126.8200  1135.8000  1108.4200  1135.5600\n",
      "2005-05-11    1135.56  1134.6000  1140.1700  1121.8700  1124.2700\n",
      "2005-05-12    1124.27  1122.1800  1122.9200  1099.8400  1103.9900\n",
      "2005-05-13    1103.99  1101.6100  1120.1700  1093.2800  1107.6300\n",
      "2005-05-16    1107.63  1105.4000  1105.4000  1082.1400  1095.4700\n",
      "2005-05-17    1095.47  1091.2600  1108.1800  1083.9400  1099.6400\n",
      "2005-05-18    1099.64  1099.7400  1108.8400  1090.3000  1102.9600\n",
      "2005-05-19    1102.96  1101.7500  1107.2300  1083.1200  1103.4700\n",
      "2005-05-20    1103.47  1100.4900  1108.6100  1094.6700  1099.2700\n",
      "2005-05-23    1099.27  1095.3100  1095.3100  1069.4300  1070.8400\n",
      "2005-05-24    1070.84  1066.0000  1078.1000  1057.5400  1073.8500\n",
      "2005-05-25    1073.85  1072.5200  1082.1800  1064.8800  1072.1400\n",
      "2005-05-26    1072.14  1071.2100  1077.4400  1055.8200  1058.8700\n",
      "2005-05-27    1058.87  1056.3200  1068.2100  1050.0600  1051.9500\n",
      "2005-05-30    1051.95  1049.7200  1063.9500  1043.2800  1060.1600\n",
      "2005-05-31    1060.16  1061.6100  1070.5000  1057.7500  1060.7400\n",
      "2005-06-01    1060.74  1059.6100  1063.5200  1035.7100  1039.1900\n",
      "2005-06-02    1039.19  1036.7300  1036.7300  1008.7500  1016.0600\n",
      "2005-06-03    1016.06  1013.9000  1019.9200  1000.5200  1013.6400\n",
      "2005-06-06    1013.64  1010.3800  1034.8500   998.2300  1034.3800\n",
      "2005-06-07    1034.38  1036.6200  1055.6300  1029.5400  1030.9400\n",
      "2005-06-08    1030.94  1044.1800  1118.6900  1040.1600  1115.5800\n",
      "2005-06-09    1115.58  1118.8100  1146.4200  1103.6800  1131.0500\n",
      "2005-06-10    1131.05  1130.5500  1130.5500  1101.8300  1108.2900\n",
      "2005-06-13    1108.29  1105.9600  1112.1000  1085.8700  1106.2900\n",
      "2005-06-14    1106.29  1108.3400  1119.6800  1092.4000  1093.4600\n",
      "2005-06-15    1093.46  1090.4600  1090.4600  1070.0700  1072.8400\n",
      "2005-06-16    1072.84  1071.7700  1086.3500  1064.0300  1086.0100\n",
      "2005-06-17    1086.01  1090.1100  1094.6700  1079.0800  1085.6100\n",
      "2005-06-20    1085.61  1087.8500  1115.8600  1073.4100  1115.6200\n",
      "2005-06-21    1115.62  1115.6600  1115.6600  1098.9000  1101.4900\n",
      "2005-06-22    1101.49  1098.9600  1103.2500  1090.7400  1102.0300\n",
      "2005-06-23    1102.03  1100.5600  1106.7500  1092.4800  1093.7000\n",
      "2005-06-24     1093.7  1091.9900  1102.2300  1087.6900  1101.8800\n",
      "2005-06-27    1101.88  1108.4600  1129.9600  1108.4600  1124.6400\n",
      "2005-06-28    1124.64  1120.9400  1120.9400  1105.3400  1108.5900\n",
      "2005-06-29    1108.59  1111.6700  1113.5200  1103.9100  1104.9900\n",
      "2005-06-30    1104.99  1103.4800  1103.4800  1078.1000  1080.9400\n",
      "2005-07-01    1080.94  1077.3100  1077.3100  1053.6300  1055.5900\n",
      "2005-07-04    1055.59  1050.2400  1050.2400  1030.1800  1047.2800\n",
      "2005-07-05    1047.28  1043.8800  1047.8200  1032.5200  1039.0400\n",
      "2005-07-06    1039.04  1040.7000  1044.7800  1028.2200  1033.5500\n",
      "2005-07-07    1033.55  1033.2200  1044.0500  1030.5000  1038.6000\n",
      "2005-07-08     1038.6  1036.4100  1036.4100  1015.4000  1017.9800\n",
      "2005-07-11    1017.98  1026.7900  1043.2100  1009.0400  1011.5000\n",
      "2005-07-12     1011.5  1007.9000  1048.9200  1004.0800  1046.1600\n",
      "2005-07-13    1046.16  1044.5800  1045.9400  1033.8100  1037.3900\n",
      "2005-07-14    1037.39  1035.5300  1049.8800  1033.1600  1040.4200\n",
      "2005-07-15    1040.42  1039.6100  1046.3600  1021.9900  1026.1200\n",
      "2005-07-18    1026.12  1023.3800  1023.3800  1008.5200  1012.1000\n",
      "2005-07-19     1012.1  1011.0000  1020.6700  1004.6600  1014.3600\n",
      "2005-07-20    1014.36  1013.9800  1025.1000  1008.6800  1021.0500\n",
      "2005-07-21    1021.05  1020.6900  1022.0400  1009.9900  1020.6300\n",
      "2005-07-22    1020.63  1026.1300  1054.6300  1024.0000  1046.3200\n",
      "2005-07-25    1046.32  1045.2700  1048.9700  1040.5900  1045.4000\n",
      "2005-07-26     1045.4  1046.5400  1078.0600  1046.5400  1072.8100\n",
      "2005-07-27    1072.81  1072.5600  1090.1800  1068.5000  1089.9100\n",
      "2005-07-28    1089.91  1090.1100  1097.6300  1083.3600  1086.5500\n",
      "2005-07-29    1086.55  1084.9700  1088.4800  1077.1200  1083.0300\n",
      "2005-08-01    1083.03  1082.8000  1094.1500  1081.1200  1088.9500\n",
      "2005-08-02    1088.95  1089.5300  1104.0400  1084.8000  1104.0400\n",
      "2005-08-03    1104.04  1106.3200  1120.6800  1103.9000  1107.7000\n",
      "2005-08-04     1107.7  1104.9100  1108.1600  1099.1300  1102.5900\n",
      "2005-08-05    1102.59  1102.6200  1129.0700  1102.6000  1128.7400\n",
      "2005-08-08    1128.74  1131.8000  1146.7300  1131.8000  1138.8800\n",
      "2005-08-09    1138.88  1139.1200  1152.9400  1130.5900  1152.5300\n",
      "2005-08-10    1152.53  1153.2100  1165.1300  1144.9500  1165.0300\n",
      "2005-08-11    1165.03  1165.4400  1184.2600  1164.1000  1183.5800\n",
      "2005-08-12    1183.58  1185.2700  1192.0500  1161.7900  1167.9100\n",
      "2005-08-15    1167.91  1167.0300  1187.8000  1163.8500  1187.0100\n",
      "2005-08-16    1187.01  1188.0200  1192.9200  1170.1100  1177.2800\n",
      "2005-08-17    1177.28  1175.1800  1193.5700  1160.0800  1192.8300\n",
      "2005-08-18    1192.83  1194.4400  1201.7600  1146.5600  1148.0400\n",
      "2005-08-19    1148.04  1144.4600  1157.3700  1132.8700  1150.1800\n",
      "2005-08-22    1150.18  1148.9700  1162.0400  1142.6800  1158.6000\n",
      "2005-08-23     1158.6  1158.8300  1159.6300  1139.2400  1149.9600\n",
      "2005-08-24    1149.96  1151.4500  1171.4300  1151.4500  1167.1400\n",
      "2005-08-25    1167.14  1168.0000  1172.6900  1157.1800  1172.4700\n",
      "2005-08-26    1172.47  1173.0100  1174.5400  1163.9900  1171.8600\n",
      "2005-08-29    1171.86  1172.0000  1172.0100  1147.9300  1154.4300\n",
      "2005-08-30    1154.43  1151.6200  1153.7700  1145.2700  1146.3800\n",
      "2005-08-31    1146.38  1145.8100  1163.5200  1140.1000  1162.8000\n",
      "2005-09-01     1162.8  1163.7000  1185.7600  1160.0500  1184.9300\n",
      "2005-09-02    1184.93  1187.0600  1188.9100  1179.1100  1188.8500\n",
      "2005-09-05    1188.85  1189.0700  1196.8700  1184.0100  1196.2200\n",
      "2005-09-06    1196.22  1197.2300  1201.8200  1172.0600  1173.3200\n",
      "2005-09-07    1173.32  1170.7700  1194.5900  1168.5800  1194.3100\n",
      "2005-09-08    1194.31  1196.2700  1201.4600  1184.7900  1194.4100\n",
      "2005-09-09    1194.41  1194.4900  1204.4600  1184.4200  1189.6300\n",
      "2005-09-12    1189.63  1189.7500  1191.9300  1181.4300  1188.2100\n",
      "2005-09-13    1188.21  1188.2500  1207.4000  1186.2200  1207.1600\n",
      "2005-09-14    1207.16  1209.2700  1217.4100  1204.5500  1217.2600\n",
      "2005-09-15    1217.26  1217.5200  1218.9400  1210.7200  1217.2800\n",
      "2005-09-16    1217.28  1217.4200  1217.7600  1208.5600  1212.9500\n",
      "2005-09-19    1212.95  1213.4900  1220.9700  1210.1900  1220.6300\n",
      "2005-09-20    1220.63  1222.2600  1223.5700  1204.8700  1212.6200\n",
      "2005-09-21    1212.62  1210.8500  1210.8500  1186.9800  1187.9900\n",
      "2005-09-22    1187.99  1185.6900  1185.6900  1147.1900  1159.9600\n",
      "2005-09-23    1159.96  1157.3000  1164.6000  1149.7400  1151.9800\n",
      "2005-09-26    1151.98  1150.9300  1155.6000  1147.2700  1155.0400\n",
      "2005-09-27    1155.04  1155.0500  1157.8000  1132.5300  1133.2400\n",
      "2005-09-28    1133.24  1131.3200  1142.4900  1129.0500  1131.7700\n",
      "2005-09-29    1131.77  1134.4400  1155.7800  1134.4400  1155.4800\n",
      "2005-09-30    1155.48  1156.7700  1158.7000  1150.6300  1155.6100\n",
      "2005-10-10    1155.61  1153.6700  1153.6700  1137.2900  1138.9500\n",
      "2005-10-11    1138.95  1137.9500  1157.3000  1133.8900  1157.1900\n",
      "2005-10-12    1157.19  1157.4800  1165.6700  1152.2500  1161.8500\n",
      "2005-10-13    1161.85  1162.0200  1165.3600  1152.0900  1152.6100\n",
      "2005-10-14    1152.61  1152.3700  1154.3200  1135.5100  1139.5500\n",
      "2005-10-17    1139.55  1138.3800  1138.3800  1121.9700  1131.3800\n",
      "2005-10-18    1131.38  1131.2600  1142.0400  1129.6700  1141.2000\n",
      "2005-10-19     1141.2  1141.0500  1150.5900  1132.4800  1134.6100\n",
      "2005-10-20    1134.61  1133.4500  1136.3100  1119.3800  1135.9500\n",
      "2005-10-21    1135.95  1135.6100  1145.9900  1132.3600  1141.3200\n",
      "2005-10-24    1141.32  1141.3300  1143.4600  1133.9200  1141.1700\n",
      "2005-10-25    1141.17  1140.1700  1140.1700  1121.2900  1121.9200\n",
      "2005-10-26    1121.92  1119.4300  1119.4300  1094.5700  1097.1600\n",
      "2005-10-27    1097.16  1093.9300  1101.2700  1087.4800  1097.7800\n",
      "2005-10-28    1097.78  1097.5900  1102.0200  1067.4100  1080.8700\n",
      "2005-10-31    1080.87  1079.0400  1096.1500  1078.2900  1092.8200\n",
      "2005-11-01    1092.82  1091.6800  1094.1500  1074.3000  1089.9500\n",
      "2005-11-02    1089.95  1090.0000  1108.8800  1090.0000  1104.7900\n",
      "2005-11-03    1104.79  1104.5900  1111.4400  1090.8200  1095.2700\n",
      "2005-11-04    1095.27  1094.2600  1100.4300  1087.8500  1100.0500\n",
      "2005-11-07    1100.05  1099.5300  1100.9500  1089.8300  1100.6500\n",
      "2005-11-08    1100.65  1099.9400  1111.1200  1092.5400  1110.1500\n",
      "2005-11-09    1110.15  1110.5500  1117.0600  1107.6400  1108.1500\n",
      "2005-11-10    1108.15  1106.9400  1106.9400  1086.1000  1088.3000\n",
      "2005-11-11     1088.3  1085.6900  1094.3100  1078.5800  1090.1900\n",
      "2005-11-14    1090.19  1089.5600  1089.7100  1083.0200  1088.6500\n",
      "2005-11-15    1088.65  1088.5100  1099.0300  1082.5100  1087.5100\n",
      "2005-11-16    1087.51  1086.8300  1096.3000  1075.4300  1095.8900\n",
      "2005-11-17    1095.89  1094.8800  1098.6700  1090.3600  1095.3100\n",
      "2005-11-18    1095.31  1095.5200  1122.6100  1093.5300  1117.0000\n",
      "2005-11-21       1117  1117.7800  1122.8800  1114.2400  1119.9400\n",
      "2005-11-22    1119.94  1119.6900  1119.6900  1098.4900  1098.6500\n",
      "2005-11-23    1098.65  1096.5600  1106.4800  1093.9500  1105.7500\n",
      "2005-11-24    1105.75  1105.3400  1117.9400  1103.7600  1113.3700\n",
      "2005-11-25    1113.37  1113.2800  1115.0800  1107.2100  1114.9200\n",
      "2005-11-28    1114.92  1113.8300  1119.3500  1106.9400  1110.8200\n",
      "2005-11-29    1110.82  1109.5700  1110.3100  1095.3400  1096.9900\n",
      "2005-11-30    1096.99  1095.3000  1099.5800  1090.7200  1099.2600\n",
      "2005-12-01    1099.26  1098.7800  1104.5600  1094.4400  1098.7500\n",
      "2005-12-02    1098.75  1099.7600  1102.7600  1089.5600  1094.2900\n",
      "2005-12-05    1094.29  1093.1000  1093.1000  1077.4000  1079.2000\n",
      "2005-12-06     1079.2  1077.5800  1089.5900  1074.0100  1087.7900\n",
      "2005-12-07    1087.79  1087.7400  1100.0500  1086.7300  1099.6200\n",
      "2005-12-08    1099.62  1100.6800  1106.3400  1092.9900  1098.3200\n",
      "2005-12-09    1098.32  1097.5200  1114.5800  1094.7400  1113.4800\n",
      "2005-12-12    1113.48  1115.7500  1118.5300  1109.0800  1116.3700\n",
      "2005-12-13    1116.37  1115.7700  1119.4200  1106.7500  1117.8500\n",
      "2005-12-14    1117.85  1117.4700  1127.6300  1110.2100  1125.3900\n",
      "2005-12-15    1125.39  1125.6700  1134.8500  1121.5600  1123.5600\n",
      "2005-12-16    1123.56  1122.7300  1127.9400  1118.9400  1127.5100\n",
      "2005-12-19    1127.51  1127.8400  1134.5000  1123.5000  1131.7500\n",
      "2005-12-20    1131.75  1131.8000  1136.3900  1126.9900  1136.3400\n",
      "2005-12-21    1136.34  1135.9800  1142.3900  1128.9400  1130.7600\n",
      "2005-12-22    1130.76  1129.5600  1136.0000  1125.9500  1135.2400\n",
      "2005-12-23    1135.24  1135.7000  1144.9400  1135.0700  1144.8700\n",
      "2005-12-26    1144.87  1145.7700  1159.7800  1145.3400  1156.8200\n",
      "2005-12-27    1156.82  1157.4900  1158.1600  1149.8500  1154.2900\n",
      "2005-12-28    1154.29  1155.1200  1157.2000  1149.2700  1157.0300\n",
      "2005-12-29    1157.03  1157.5100  1169.8700  1157.5100  1169.8600\n",
      "2005-12-30    1169.86  1171.5800  1173.0600  1158.9700  1161.0600\n",
      "2006-01-04    1161.06  1163.8800  1181.0000  1161.9100  1180.9600\n",
      "2006-01-05    1180.96  1183.3100  1197.8400  1180.4500  1197.2700\n",
      "2006-01-06    1197.27  1198.8100  1215.5400  1191.6100  1209.4200\n",
      "2006-01-09    1209.42  1210.3200  1217.3100  1205.2500  1215.6700\n",
      "2006-01-10    1215.67  1215.8500  1220.7600  1203.6500  1220.6200\n",
      "2006-01-11    1220.62  1219.8100  1223.5600  1204.0400  1211.0500\n",
      "2006-01-12    1211.05  1208.7700  1227.3000  1205.2800  1226.7000\n",
      "2006-01-13     1226.7  1228.1600  1231.2200  1214.8800  1221.4600\n",
      "2006-01-16    1221.46  1221.1100  1221.3900  1202.5900  1202.8700\n",
      "2006-01-17    1202.87  1200.2600  1209.0200  1198.8400  1208.4400\n",
      "2006-01-18    1208.44  1207.5300  1234.5300  1206.3600  1233.3500\n",
      "2006-01-19    1233.35  1235.0800  1251.9600  1230.8500  1251.5800\n",
      "2006-01-20    1251.58  1251.4100  1258.7000  1247.2000  1255.3100\n",
      "2006-01-23    1255.31  1254.7800  1257.3500  1244.2700  1255.7700\n",
      "2006-01-24    1255.77  1256.0100  1262.0900  1247.0100  1252.0600\n",
      "2006-01-25    1252.06  1251.2700  1260.1700  1245.9200  1258.0500\n",
      "2006-02-06    1258.05  1263.0000  1287.6600  1263.0000  1287.6300\n",
      "2006-02-07    1287.63  1289.4500  1297.4000  1270.4000  1282.1000\n",
      "2006-02-08     1282.1  1282.1200  1291.7400  1276.0200  1290.0600\n",
      "2006-02-09    1290.06  1288.9700  1288.9700  1266.8100  1269.4500\n",
      "2006-02-10    1269.45  1269.5400  1284.1000  1266.2200  1282.6600\n",
      "2006-02-13    1282.66  1283.7800  1284.9500  1267.5600  1279.6400\n",
      "2006-02-14    1279.64  1279.6300  1286.4200  1275.8500  1286.3300\n",
      "2006-02-15    1286.33  1289.1400  1300.9900  1288.6400  1299.1700\n",
      "2006-02-16    1299.17  1298.5000  1298.5000  1268.5600  1270.6300\n",
      "2006-02-17    1270.63  1269.4000  1280.0400  1265.1400  1267.4100\n",
      "2006-02-20    1267.41  1268.1100  1279.4200  1265.3800  1267.5400\n",
      "2006-02-21    1267.54  1266.6400  1288.5500  1256.8100  1288.4200\n",
      "2006-02-22    1288.42  1288.8500  1297.9400  1282.9100  1284.2300\n",
      "2006-02-23    1284.23  1284.1300  1289.9400  1273.9400  1288.8500\n",
      "2006-02-24    1288.85  1289.4300  1297.3400  1286.9600  1296.8700\n",
      "2006-02-27    1296.87  1297.6900  1304.6100  1293.4700  1297.1900\n",
      "2006-02-28    1297.19  1294.8100  1299.4700  1277.7400  1299.0300\n",
      "2006-03-01    1299.03  1299.1500  1308.2000  1297.7600  1306.5900\n",
      "2006-03-02    1306.59  1306.5900  1307.6400  1281.5700  1285.6700\n",
      "2006-03-03    1285.67  1284.6100  1295.4100  1275.6200  1293.3000\n",
      "2006-03-06     1293.3  1292.7500  1296.8500  1286.6400  1288.9500\n",
      "2006-03-07    1288.95  1288.2600  1288.2600  1257.5400  1259.9200\n",
      "2006-03-08    1259.92  1256.6800  1258.2400  1238.1600  1250.3800\n",
      "2006-03-09    1250.38  1247.4600  1253.7600  1242.6800  1245.1700\n",
      "2006-03-10    1245.17  1245.1900  1253.9100  1240.7500  1245.6500\n",
      "2006-03-13    1245.65  1245.3000  1260.0700  1245.3000  1259.6700\n",
      "2006-03-14    1259.67  1260.4200  1262.7500  1250.2800  1259.0400\n",
      "2006-03-15    1259.04  1259.2300  1275.5200  1258.1500  1274.8100\n",
      "2006-03-16    1274.81  1274.6200  1277.1900  1270.8300  1274.1900\n",
      "2006-03-17    1274.19  1273.0100  1276.6300  1265.6100  1269.4600\n",
      "2006-03-20    1269.46  1269.5800  1288.9700  1264.4100  1288.4200\n",
      "2006-03-21    1288.42  1288.5600  1297.6100  1285.4300  1290.3900\n",
      "2006-03-22    1290.39  1289.4600  1296.9100  1281.1300  1296.7100\n",
      "2006-03-23    1296.71  1296.1900  1302.7900  1289.5300  1302.4600\n",
      "2006-03-24    1302.46  1302.1400  1308.0600  1293.3000  1294.7000\n",
      "2006-03-27     1294.7  1296.0700  1296.5900  1283.6800  1295.9100\n",
      "2006-03-28    1295.91  1295.7600  1302.6500  1293.0000  1298.7900\n",
      "2006-03-29    1298.79  1299.3800  1313.1300  1296.5900  1305.5700\n",
      "2006-03-30    1305.57  1305.8400  1308.5000  1293.8300  1294.7200\n",
      "2006-03-31    1294.72  1291.5200  1298.7500  1285.7300  1298.3000\n",
      "2006-04-03     1298.3  1298.6800  1319.4800  1298.6800  1319.4700\n",
      "2006-04-04    1319.47  1319.8400  1330.1100  1315.3300  1329.8000\n",
      "2006-04-05     1329.8  1330.5600  1341.5000  1326.5300  1340.1600\n",
      "2006-04-06    1340.16  1341.7400  1348.5200  1336.1400  1339.7400\n",
      "2006-04-07    1339.74  1340.6500  1345.2900  1330.5100  1342.9600\n",
      "2006-04-10    1342.96  1344.2400  1359.4100  1339.5200  1359.0800\n",
      "2006-04-11    1359.08  1360.9800  1366.5200  1350.3200  1362.2300\n",
      "2006-04-12    1362.23  1361.7400  1364.6900  1355.6500  1360.1300\n",
      "2006-04-13    1360.13  1359.2800  1364.3200  1331.6800  1332.3300\n",
      "2006-04-14    1332.33  1330.1000  1360.0900  1328.4300  1359.5400\n",
      "2006-04-17    1359.54  1360.6400  1383.6500  1353.4000  1378.6100\n",
      "2006-04-18    1378.61  1379.8100  1391.3800  1370.1500  1385.1100\n",
      "2006-04-19    1385.11  1389.1300  1399.5500  1378.8000  1396.7000\n",
      "2006-04-20     1396.7  1398.1000  1404.1900  1376.9600  1385.9000\n",
      "2006-04-21     1385.9  1385.9200  1419.8900  1383.4500  1416.7900\n",
      "2006-04-24    1416.79  1423.4100  1429.0600  1402.2700  1409.7900\n",
      "2006-04-25    1409.79  1405.9000  1409.2700  1386.1300  1399.7700\n",
      "2006-04-26    1399.77  1399.0700  1426.6300  1397.3500  1417.4800\n",
      "2006-04-27    1417.48  1418.9000  1424.4600  1407.1400  1416.7300\n",
      "2006-04-28    1416.73  1403.5200  1444.7100  1389.3500  1440.2200\n",
      "2006-05-08    1440.22  1446.9900  1497.2000  1446.9900  1497.1000\n",
      "2006-05-09     1497.1  1503.2400  1532.7500  1497.9900  1531.1600\n",
      "2006-05-10    1531.16  1537.5600  1554.0300  1518.3400  1545.6900\n",
      "2006-05-11    1545.69  1547.5600  1583.7600  1536.2900  1537.3800\n",
      "2006-05-12    1537.38  1532.8800  1603.2100  1531.2300  1602.8300\n",
      "2006-05-15    1602.83  1616.2600  1664.9400  1606.5700  1664.0900\n",
      "2006-05-16    1664.09  1658.6900  1678.6000  1604.7800  1613.2500\n",
      "2006-05-17    1613.25  1613.2300  1640.6900  1592.1800  1625.1500\n",
      "2006-05-18    1625.15  1611.6600  1630.0700  1582.9600  1617.2800\n",
      "2006-05-19    1617.28  1620.2100  1664.6100  1610.0400  1659.5500\n",
      "2006-05-22    1659.55  1656.7500  1674.2200  1646.6800  1657.6900\n",
      "2006-05-23    1657.69  1647.9600  1648.5300  1597.1000  1604.5500\n",
      "2006-05-24    1604.55  1609.7400  1634.5900  1562.3900  1590.9200\n",
      "2006-05-25    1590.92  1585.4700  1598.5600  1563.8600  1591.4200\n",
      "2006-05-26    1591.42  1596.5700  1614.5500  1593.0900  1613.8900\n",
      "2006-05-29    1613.89  1622.1100  1648.8400  1609.0100  1648.5400\n",
      "2006-05-30    1648.54  1654.9800  1663.9300  1634.9000  1657.2900\n",
      "2006-05-31    1657.29  1656.2800  1667.2300  1628.6800  1641.3000\n",
      "2006-06-01     1641.3  1639.6700  1684.7100  1635.7500  1684.1900\n",
      "2006-06-02    1684.19  1688.7800  1695.5800  1659.1400  1669.4000\n",
      "2006-06-05     1669.4  1669.2400  1685.2900  1639.6800  1684.6200\n",
      "2006-06-06    1684.62  1681.2200  1692.8300  1672.8100  1679.1300\n",
      "2006-06-07    1679.13  1678.2400  1678.2400  1588.9700  1589.5500\n",
      "2006-06-08    1589.55  1576.4300  1596.1200  1540.9300  1591.4900\n",
      "2006-06-09    1591.49  1583.9600  1594.4400  1550.2000  1551.3800\n",
      "2006-06-12    1551.38  1540.2200  1566.4500  1529.5000  1552.8000\n",
      "2006-06-13     1552.8  1552.1000  1570.1000  1532.0600  1548.4900\n",
      "2006-06-14    1548.49  1540.6300  1540.6300  1512.5200  1531.3300\n",
      "2006-06-15    1531.33  1531.2500  1551.3000  1528.2300  1533.9800\n",
      "2006-06-16    1533.98  1540.1900  1574.4700  1540.1900  1574.4700\n",
      "2006-06-19    1574.47  1559.9800  1591.8500  1544.9300  1586.2900\n",
      "2006-06-20    1586.29  1583.8700  1592.8300  1572.5800  1592.3300\n",
      "2006-06-21    1592.33  1590.6100  1617.7100  1570.0800  1598.1200\n",
      "2006-06-22    1598.12  1593.1000  1605.2500  1587.8000  1596.0700\n",
      "2006-06-23    1596.07  1594.4900  1608.1100  1582.0200  1605.7100\n",
      "2006-06-26    1605.71  1607.7900  1635.8000  1607.7900  1633.4500\n",
      "2006-06-27    1633.45  1636.7000  1642.5700  1627.5900  1639.5500\n",
      "2006-06-28    1639.55  1638.2300  1642.3500  1627.0700  1639.2900\n",
      "2006-06-29    1639.29  1641.9300  1672.1000  1641.9300  1671.6200\n",
      "2006-06-30    1671.62  1679.7200  1690.9500  1662.2800  1672.2100\n",
      "2006-07-03    1672.21  1677.3100  1697.8300  1670.0200  1697.2800\n",
      "2006-07-04    1697.28  1700.3200  1702.6600  1670.1300  1681.5500\n",
      "2006-07-05    1681.55  1755.2200  1757.4700  1703.5900  1718.5600\n",
      "2006-07-06    1718.56  1715.2800  1742.2000  1711.6500  1741.4700\n",
      "2006-07-07    1741.47  1746.5200  1750.0300  1724.6700  1730.1900\n",
      "2006-07-10    1730.19  1730.7000  1737.0300  1715.8300  1734.3300\n",
      "2006-07-11    1734.33  1736.9900  1746.7200  1725.2300  1745.8100\n",
      "2006-07-12    1745.81  1745.8800  1753.2800  1738.0000  1740.0000\n",
      "2006-07-13       1740  1736.2100  1737.6000  1654.4900  1655.7700\n",
      "2006-07-14    1655.77  1641.1400  1676.7500  1633.9000  1665.2100\n",
      "2006-07-17    1665.21  1662.0500  1684.3400  1653.6000  1682.8900\n",
      "2006-07-18    1682.89  1682.3600  1684.6700  1666.3100  1684.2500\n",
      "2006-07-19    1684.25  1681.7700  1681.7700  1637.4900  1645.1600\n",
      "2006-07-20    1645.16  1642.6200  1658.0500  1636.2600  1655.1200\n",
      "2006-07-21    1655.12  1653.8100  1669.2900  1653.5100  1665.3300\n",
      "2006-07-24    1665.33  1648.7500  1667.6200  1632.6900  1665.9400\n",
      "2006-07-25    1665.94  1668.1400  1690.6100  1668.1400  1685.4600\n",
      "2006-07-26    1685.46  1688.5400  1691.4300  1675.6600  1686.6500\n",
      "2006-07-27    1686.65  1685.3500  1701.6100  1665.3900  1675.1700\n",
      "2006-07-28    1675.17  1674.4300  1678.5300  1646.3500  1662.0300\n",
      "2006-07-31    1662.03  1659.5400  1659.5400  1611.1600  1612.7300\n",
      "2006-08-01    1612.73  1619.6300  1625.0400  1596.6600  1600.6100\n",
      "2006-08-02    1600.61  1598.7600  1608.7800  1577.9000  1600.8700\n",
      "2006-08-03    1600.87  1599.7500  1609.4200  1587.1200  1601.0600\n",
      "2006-08-04    1601.06  1601.6100  1612.1000  1567.2500  1570.1500\n",
      "2006-08-07    1570.15  1561.8000  1570.0500  1541.4100  1547.4400\n",
      "2006-08-08    1547.44  1547.9000  1581.7500  1547.9000  1580.5800\n",
      "2006-08-09    1580.58  1581.8000  1585.1700  1571.7100  1578.5700\n",
      "2006-08-10    1578.57  1578.3500  1606.9400  1577.8600  1606.0700\n",
      "2006-08-11    1606.07  1605.6000  1610.7600  1596.2200  1605.9300\n",
      "2006-08-14    1605.93  1605.2000  1611.6600  1566.7200  1570.7400\n",
      "2006-08-15    1570.74  1568.2700  1596.6500  1564.4000  1595.6600\n",
      "2006-08-16    1595.66  1596.0600  1616.4500  1591.8600  1616.4100\n",
      "2006-08-17    1616.41  1612.4100  1612.4100  1592.8500  1603.3300\n",
      "2006-08-18    1603.33  1601.5700  1614.3700  1596.5600  1598.0200\n",
      "2006-08-21    1598.02  1565.4600  1602.1300  1558.1000  1601.1500\n",
      "2006-08-22    1601.15  1601.5200  1619.0700  1598.7800  1613.3600\n",
      "2006-08-23    1613.36  1614.3900  1621.4000  1608.7400  1612.4000\n",
      "2006-08-24     1612.4  1612.7000  1623.1700  1601.8900  1623.0200\n",
      "2006-08-25    1623.02  1622.4800  1630.0500  1619.7300  1623.0300\n",
      "2006-08-28    1623.03  1627.1200  1651.2900  1624.2800  1650.4400\n",
      "2006-08-29    1650.44  1652.6700  1667.5300  1649.5900  1651.0200\n",
      "2006-08-30    1651.02  1648.3500  1656.2300  1640.2800  1655.1900\n",
      "2006-08-31    1655.19  1655.9000  1661.4700  1650.0000  1658.6400\n",
      "2006-09-01    1658.64  1658.6600  1660.5200  1634.0300  1636.6900\n",
      "2006-09-04    1636.69  1635.3300  1657.6900  1635.1200  1657.5200\n",
      "2006-09-05    1657.52  1659.7400  1669.9000  1657.0500  1664.0800\n",
      "2006-09-06    1664.08  1665.1300  1672.2600  1656.8600  1672.1200\n",
      "2006-09-07    1672.12  1683.7800  1683.8900  1655.4100  1661.1900\n",
      "2006-09-08    1661.19  1659.7000  1671.3100  1658.6700  1667.9800\n",
      "2006-09-11    1667.98  1668.1600  1675.0900  1653.0100  1674.9700\n",
      "2006-09-12    1674.97  1675.2000  1699.5900  1673.4400  1695.8600\n",
      "2006-09-13    1695.86  1695.3500  1713.9900  1687.0500  1689.3900\n",
      "2006-09-14    1689.39  1689.6300  1696.6200  1672.8800  1689.6900\n",
      "2006-09-15    1689.69  1689.6100  1722.6600  1689.5100  1721.0500\n",
      "2006-09-18    1721.05  1727.9100  1733.4100  1719.1600  1732.9900\n",
      "2006-09-19    1732.99  1735.3000  1743.0200  1728.2900  1735.2400\n",
      "2006-09-20    1735.24  1733.6400  1737.7300  1720.8400  1732.4500\n",
      "2006-09-21    1732.45  1731.5900  1743.6300  1731.2200  1740.9000\n",
      "2006-09-22     1740.9  1744.6100  1746.6200  1724.1000  1725.3600\n",
      "2006-09-25    1725.36  1722.7400  1732.2800  1709.7700  1722.3700\n",
      "2006-09-26    1722.37  1720.7800  1721.5800  1704.7700  1712.6400\n",
      "2006-09-27    1712.64  1711.5100  1725.5000  1709.7700  1725.0400\n",
      "2006-09-28    1725.04  1725.5200  1740.7900  1722.2200  1736.9600\n",
      "2006-09-29    1736.96  1740.0600  1755.6900  1740.0600  1752.4200\n",
      "2006-10-09    1752.42  1768.1400  1786.1100  1763.1100  1785.3800\n",
      "2006-10-10    1785.38  1784.2200  1793.1400  1771.8600  1784.8600\n",
      "2006-10-11    1784.86  1784.5200  1792.7600  1771.0200  1790.1000\n",
      "2006-10-12     1790.1  1790.6300  1792.2400  1774.1400  1778.1800\n",
      "2006-10-13    1778.18  1776.5100  1792.8700  1773.2300  1784.6600\n",
      "2006-10-16    1784.66  1787.7000  1789.1700  1766.3100  1771.3000\n",
      "2006-10-17     1771.3  1768.6300  1777.6000  1758.3100  1763.9000\n",
      "2006-10-18     1763.9  1762.4000  1787.7400  1760.8800  1787.1800\n",
      "2006-10-19    1787.18  1788.5800  1799.2900  1784.3500  1792.2500\n",
      "2006-10-20    1792.25  1792.6000  1801.3300  1786.3400  1790.3600\n",
      "2006-10-23    1790.36  1789.6400  1797.4300  1753.4900  1759.3900\n",
      "2006-10-24    1759.39  1756.4600  1805.2700  1756.4600  1805.1800\n",
      "2006-10-25    1805.18  1807.0300  1825.6100  1789.9000  1806.6500\n",
      "2006-10-26    1806.65  1804.8900  1816.7600  1791.9500  1810.6500\n",
      "2006-10-27    1810.65  1836.2100  1842.7300  1803.2100  1807.1700\n",
      "2006-10-30    1807.17  1804.3700  1815.6100  1788.2900  1809.6600\n",
      "2006-10-31    1809.66  1811.4700  1839.3200  1811.4700  1837.9900\n",
      "2006-11-01    1837.99  1838.6800  1855.8900  1833.2000  1855.7100\n",
      "2006-11-02    1855.71  1856.9200  1857.1400  1834.8400  1851.3100\n",
      "2006-11-03    1851.31  1851.4000  1873.6600  1850.1500  1866.3600\n",
      "2006-11-06    1866.36  1853.1900  1886.5200  1846.0100  1886.3100\n",
      "2006-11-07    1886.31  1889.5300  1897.4100  1862.9300  1889.5300\n",
      "2006-11-08    1889.53  1885.8600  1886.2600  1865.2200  1866.8200\n",
      "2006-11-09    1866.82  1860.9500  1899.1000  1858.6000  1896.4800\n",
      "2006-11-10    1896.48  1896.9300  1920.1800  1870.9600  1883.3500\n",
      "2006-11-13    1883.35  1878.7000  1905.9000  1852.1000  1863.7700\n",
      "2006-11-14    1863.77  1868.1700  1888.4300  1841.8200  1888.2400\n",
      "2006-11-15    1888.24  1888.5400  1923.1400  1878.6900  1922.9300\n",
      "2006-11-16    1922.93  1930.9300  1976.0500  1926.7200  1941.5500\n",
      "2006-11-17    1941.55  1934.6400  1972.6100  1925.1500  1971.7900\n",
      "2006-11-20    1971.79  1977.5300  2018.0000  1977.5300  2017.2800\n",
      "2006-11-21    2017.28  2013.0700  2037.7400  1988.9300  2037.5500\n",
      "2006-11-22    2037.55  2031.3000  2062.8000  2010.7900  2041.3600\n",
      "2006-11-23    2041.36  2045.0800  2071.2400  2042.1500  2062.3600\n",
      "2006-11-24    2062.36  2051.4700  2057.9100  2022.6300  2050.8100\n",
      "2006-11-27    2050.81  2042.1900  2049.5400  2022.3800  2047.2800\n",
      "2006-11-28    2047.28  2042.3800  2051.4900  2016.4700  2038.7200\n",
      "2006-11-29    2038.72  2005.9900  2059.7300  1992.5400  2054.0900\n",
      "2006-11-30    2054.09  2058.7700  2102.0600  2058.7700  2099.2900\n",
      "2006-12-01    2099.29  2106.3000  2112.5800  2087.6000  2102.0500\n",
      "2006-12-04    2102.05  2103.8200  2164.5900  2100.5600  2161.6500\n",
      "2006-12-05    2161.65  2167.3600  2195.5300  2159.3200  2173.2800\n",
      "2006-12-06    2173.28  2175.3800  2192.9000  2097.4200  2156.6000\n",
      "2006-12-07     2156.6  2152.5900  2206.5100  2145.7900  2156.7500\n",
      "2006-12-08    2156.75  2133.3600  2164.0200  2090.4000  2093.6400\n",
      "2006-12-11    2093.64  2085.0600  2181.1600  2084.2700  2180.5000\n",
      "2006-12-12     2180.5  2189.6900  2228.6400  2180.3700  2218.9500\n",
      "2006-12-13    2218.95  2224.4300  2244.4100  2195.6400  2223.4500\n",
      "2006-12-14    2223.45  2226.0000  2250.3200  2212.9100  2249.1100\n",
      "2006-12-15    2249.11  2255.2400  2275.4900  2241.2000  2273.9100\n",
      "2006-12-18    2273.91  2277.2800  2335.2300  2277.2800  2332.4300\n",
      "2006-12-19    2332.43  2342.1800  2381.6300  2315.9900  2364.1800\n",
      "2006-12-20    2364.18  2356.2600  2381.1300  2332.9300  2373.2000\n",
      "2006-12-21     2373.2  2372.4600  2386.8200  2339.9100  2342.9400\n",
      "2006-12-22    2342.94  2334.2700  2366.6900  2321.9200  2343.6700\n",
      "2006-12-25    2343.67  2350.1300  2452.4300  2350.1300  2435.7600\n",
      "2006-12-26    2435.76  2437.8500  2505.7000  2424.9400  2479.7300\n",
      "2006-12-27    2479.73  2478.0600  2538.6600  2461.0700  2536.3900\n",
      "2006-12-28    2536.39  2538.9500  2611.7900  2530.3300  2567.5900\n",
      "2006-12-29    2567.59  2585.4200  2698.9000  2585.4200  2675.4700\n",
      "2007-01-04    2675.47  2728.1900  2847.6100  2684.8200  2715.7200\n",
      "2007-01-05    2715.72  2668.5800  2685.8000  2617.0200  2641.3300\n",
      "2007-01-08    2641.33  2621.0700  2708.4400  2620.6300  2707.2000\n",
      "2007-01-09     2707.2  2711.0500  2809.3900  2691.3600  2807.8000\n",
      "2007-01-10     2807.8  2838.1100  2841.7400  2770.9900  2825.5800\n",
      "2007-01-11    2825.58  2819.3700  2841.1800  2763.8900  2770.1100\n",
      "2007-01-12    2770.11  2745.3200  2782.0300  2652.5800  2668.1100\n",
      "2007-01-15    2668.11  2660.0700  2795.3300  2658.8800  2794.7000\n",
      "2007-01-16     2794.7  2818.6600  2830.8000  2757.2000  2821.0200\n",
      "2007-01-17    2821.02  2828.4000  2870.4200  2742.5900  2778.9000\n",
      "2007-01-18     2778.9  2760.9400  2784.0400  2679.7000  2756.9800\n",
      "2007-01-19    2756.98  2761.8900  2833.4500  2761.8900  2832.2100\n",
      "2007-01-22    2832.21  2857.9000  2934.6500  2857.9000  2933.1900\n",
      "2007-01-23    2933.19  2964.6900  2970.6800  2851.9200  2949.1400\n",
      "2007-01-24    2949.14  2955.4200  2994.2800  2927.7200  2975.1300\n",
      "2007-01-25    2975.13  2946.5000  2947.1500  2853.8200  2857.3600\n",
      "2007-01-26    2857.36  2805.9600  2905.9800  2720.8300  2882.5600\n",
      "2007-01-29    2882.56  2897.2500  2954.3400  2885.8600  2945.2600\n",
      "2007-01-30    2945.26  2959.4000  2980.5100  2901.7600  2930.5600\n",
      "2007-01-31    2930.56  2926.0700  2929.6500  2766.7500  2786.3400\n",
      "2007-02-01    2786.34  2744.8100  2801.6900  2706.2900  2785.4300\n",
      "2007-02-02    2785.43  2791.4900  2796.4400  2666.8600  2673.2100\n",
      "2007-02-05    2673.21  2658.0700  2672.3500  2610.3300  2612.5400\n",
      "2007-02-06    2612.54  2612.8400  2677.0400  2541.5300  2675.7000\n",
      "2007-02-07     2675.7  2688.9600  2745.3900  2681.3300  2716.1800\n",
      "2007-02-08    2716.18  2725.1400  2751.1600  2691.2700  2737.7300\n",
      "2007-02-09    2737.73  2741.4800  2747.9400  2704.3600  2730.3900\n",
      "2007-02-12    2730.39  2729.8400  2807.5100  2728.7800  2807.1700\n",
      "2007-02-13    2807.17  2819.1400  2835.0900  2801.3100  2831.8700\n",
      "2007-02-14    2831.87  2836.8200  2915.0600  2823.3800  2905.0900\n",
      "2007-02-15    2905.09  2923.6700  2994.6200  2923.6700  2993.0100\n",
      "2007-02-16    2993.01  3018.1800  3036.3500  2975.8300  2998.4700\n",
      "2007-02-26    2998.47  2999.0900  3041.3400  2960.7400  3040.6000\n",
      "2007-02-27     3040.6  3048.8300  3049.7700  2763.3900  2771.7900\n",
      "2007-02-28    2771.79  2734.5900  2888.9000  2732.8800  2881.0700\n",
      "2007-03-01    2881.07  2877.2000  2878.3600  2760.9100  2797.1900\n",
      "2007-03-02    2797.19  2792.9400  2846.1600  2777.8000  2831.5300\n",
      "2007-03-05    2831.53  2827.6800  2858.4400  2723.0700  2785.3100\n",
      "2007-03-06    2785.31  2776.1700  2866.3300  2756.9600  2840.1800\n",
      "2007-03-07    2840.18  2851.7500  2911.4200  2849.6500  2896.5900\n",
      "2007-03-08    2896.59  2904.1800  2928.8000  2871.4600  2928.0100\n",
      "2007-03-09    2928.01  2934.4900  2962.4200  2891.8100  2937.9100\n",
      "2007-03-12    2937.91  2945.9200  2958.6300  2904.7400  2954.9100\n",
      "2007-03-13    2954.91  2958.1000  2966.1900  2932.2300  2964.7900\n",
      "2007-03-14    2964.79  2933.6800  2934.4500  2868.8100  2906.3300\n",
      "2007-03-15    2906.33  2905.9800  2955.4600  2905.9800  2951.7000\n",
      "2007-03-16     2951.7  2964.0900  2979.7100  2899.0300  2930.4800\n",
      "2007-03-19    2930.48  2864.2600  3038.0000  2852.8600  3014.4400\n",
      "2007-03-20    3014.44  3024.7800  3033.0200  2998.8000  3032.2000\n",
      "2007-03-21     3032.2  3042.1000  3057.7100  3020.9500  3057.3800\n",
      "2007-03-22    3057.38  3080.6000  3099.8200  3059.3800  3071.2200\n",
      "2007-03-23    3071.22  3071.8100  3085.3200  3008.1500  3074.2900\n",
      "2007-03-26    3074.29  3083.9400  3123.1800  3069.4700  3122.8100\n",
      "2007-03-27    3122.81  3126.0300  3145.0400  3103.7800  3138.8300\n",
      "2007-03-28    3138.83  3140.6800  3180.3300  3052.0800  3173.0200\n",
      "2007-03-29    3173.02  3179.8000  3273.7300  3176.5300  3197.5400\n",
      "2007-03-30    3197.54  3178.5000  3212.3900  3157.0300  3183.9800\n",
      "2007-04-02    3183.98  3196.5900  3253.4300  3196.5900  3252.5900\n",
      "2007-04-03    3252.59  3265.6800  3292.5800  3251.5200  3291.3000\n",
      "2007-04-04     3291.3  3295.9800  3308.1500  3266.5600  3291.5400\n",
      "2007-04-05    3291.54  3286.1600  3326.9200  3259.6300  3319.1400\n",
      "2007-04-06    3319.14  3287.6800  3334.2200  3273.8600  3323.5900\n",
      "2007-04-09    3323.59  3333.4200  3399.5100  3333.2600  3398.9500\n",
      "2007-04-10    3398.95  3405.2300  3444.3700  3351.1100  3444.2900\n",
      "2007-04-11    3444.29  3454.4200  3497.5200  3428.7800  3495.2200\n",
      "2007-04-12    3495.22  3503.2300  3532.8600  3488.0800  3531.0300\n",
      "2007-04-13    3531.03  3537.2200  3563.8600  3504.1600  3518.2700\n",
      "2007-04-16    3518.27  3523.2200  3597.2200  3523.2200  3596.4400\n",
      "2007-04-17    3596.44  3611.6300  3622.8900  3510.5000  3611.8700\n",
      "2007-04-18    3611.87  3614.6800  3623.8700  3564.2300  3612.4000\n",
      "2007-04-19     3612.4  3610.0200  3617.4400  3358.9300  3449.0200\n",
      "2007-04-20    3449.02  3460.9000  3591.4600  3460.9000  3584.2000\n",
      "2007-04-23     3584.2  3615.7900  3710.8900  3615.7900  3710.8900\n",
      "2007-04-24    3710.89  3736.1500  3762.3900  3689.1300  3720.5300\n",
      "2007-04-25    3720.53  3708.5700  3769.2500  3653.9900  3743.9600\n",
      "2007-04-26    3743.96  3766.4800  3784.6800  3732.6000  3783.0600\n",
      "2007-04-27    3783.06  3788.7500  3802.9200  3720.6000  3759.8700\n",
      "2007-04-30    3759.87  3784.2700  3851.3500  3759.4800  3841.2700\n",
      "2007-05-08    3841.27  3937.9400  3964.7100  3901.3300  3950.0100\n",
      "2007-05-09    3950.01  3961.1000  4015.2200  3875.3800  4013.0900\n",
      "2007-05-10    4013.09  4021.4200  4072.1400  3991.4800  4049.7000\n",
      "2007-05-11     4049.7  4024.4200  4039.6700  3949.3700  4021.6800\n",
      "2007-05-14    4021.68  3970.6600  4081.4300  3940.3600  4046.3900\n",
      "2007-05-15    4046.39  4055.8300  4069.8500  3891.3600  3899.1800\n",
      "2007-05-16    3899.18  3890.8100  3987.4100  3845.2300  3986.0400\n",
      "2007-05-17    3986.04  4002.4900  4064.2800  3982.9900  4048.2900\n",
      "2007-05-18    4048.29  4041.3900  4052.1000  3999.1600  4030.2600\n",
      "2007-05-21    4030.26  3902.3500  4083.4200  3892.9700  4072.2200\n",
      "2007-05-22    4072.22  4091.1400  4136.6300  4086.8200  4110.3800\n",
      "2007-05-23    4110.38  4125.4300  4175.4400  4093.9100  4173.7100\n",
      "2007-05-24    4173.71  4188.6800  4208.3900  4089.3900  4151.1300\n",
      "2007-05-25    4151.13  4133.1900  4190.4700  4111.2600  4179.7800\n",
      "2007-05-28    4179.78  4221.5800  4283.9300  4215.2400  4272.1100\n",
      "2007-05-29    4272.11  4288.9800  4335.9600  4262.0200  4334.9200\n",
      "2007-05-30    4334.92  4087.4100  4275.2400  4015.5100  4053.0900\n",
      "2007-05-31    4053.09  4006.2800  4178.1100  3858.0400  4109.6500\n",
      "2007-06-01    4109.65  4120.6300  4181.2800  3966.9800  4000.7400\n",
      "2007-06-04    4000.74  3981.8200  3987.2700  3659.0900  3670.4000\n",
      "2007-06-05     3670.4  3564.4300  3768.5600  3404.1500  3767.1000\n",
      "2007-06-06     3767.1  3781.3800  3821.7000  3682.7900  3776.3200\n",
      "2007-06-07    3776.32  3787.7000  3891.4000  3779.5000  3890.8000\n",
      "2007-06-08     3890.8  3900.0300  3935.7900  3852.0500  3913.1400\n",
      "2007-06-11    3913.14  3942.0100  4000.4200  3930.7400  3995.6800\n",
      "2007-06-12    3995.68  4011.6800  4073.1800  3910.0000  4072.1400\n",
      "2007-06-13    4072.14  4110.7400  4193.4500  4102.0400  4176.4800\n",
      "2007-06-14    4176.48  4162.2100  4179.7300  4085.7800  4115.2100\n",
      "2007-06-15    4115.21  4085.6600  4152.5400  4067.3600  4132.8700\n",
      "2007-06-18    4132.87  4195.3900  4267.7400  4193.3100  4253.3500\n",
      "2007-06-19    4253.35  4247.7400  4280.8500  4209.5700  4269.5200\n",
      "2007-06-20    4269.52  4269.4500  4312.0000  4164.2700  4181.3200\n",
      "2007-06-21    4181.32  4170.8900  4256.5400  4147.0500  4230.8200\n",
      "2007-06-22    4230.82  4230.9700  4249.4300  4024.4900  4091.4500\n",
      "2007-06-25    4091.45  4102.7900  4131.1300  3912.4200  3941.0800\n",
      "2007-06-26    3941.08  3863.2500  3976.1900  3818.8500  3973.3700\n",
      "2007-06-27    3973.37  3985.7200  4090.7200  3948.2900  4078.6000\n",
      "2007-06-28     4078.6  4080.1900  4113.2800  3912.8100  3914.2000\n",
      "2007-06-29     3914.2  3824.2900  3919.3400  3779.8100  3820.7000\n",
      "2007-07-02     3820.7  3800.2300  3859.8600  3724.1900  3836.2900\n",
      "2007-07-03    3836.29  3854.7200  3906.7600  3821.4600  3899.7200\n",
      "2007-07-04    3899.72  3906.0100  3916.4700  3800.2800  3816.1600\n",
      "2007-07-05    3816.16  3769.6400  3778.4000  3614.5300  3615.8700\n",
      "2007-07-06    3615.87  3599.8200  3785.3500  3563.5400  3781.3500\n",
      "2007-07-09    3781.35  3809.6700  3900.9000  3782.7300  3883.2200\n",
      "2007-07-10    3883.22  3895.9100  3929.4200  3841.8000  3853.0200\n",
      "2007-07-11    3853.02  3837.8000  3879.2900  3812.1400  3865.7200\n",
      "2007-07-12    3865.72  3874.0400  3925.6000  3861.0400  3915.9900\n",
      "2007-07-13    3915.99  3920.8300  3935.5100  3878.1800  3914.3900\n",
      "2007-07-16    3914.39  3920.6500  3931.8700  3820.5700  3821.9200\n",
      "2007-07-17    3821.92  3809.5600  3919.7800  3767.2200  3896.1900\n",
      "2007-07-18    3896.19  3880.8500  3971.6100  3861.9100  3930.0600\n",
      "2007-07-19    3930.06  3918.5400  3947.3300  3887.5900  3912.9400\n",
      "2007-07-20    3912.94  3918.4100  4062.1200  3918.4100  4058.8500\n",
      "2007-07-23    4058.85  4091.2400  4220.3200  4091.2400  4213.3600\n",
      "2007-07-24    4213.36  4238.3200  4284.8300  4192.7200  4210.3300\n",
      "2007-07-25    4210.33  4212.9500  4325.3800  4212.2300  4323.9700\n",
      "2007-07-26    4323.97  4347.7800  4371.5100  4304.1900  4346.4600\n",
      "2007-07-27    4346.46  4315.3700  4357.3400  4268.7900  4345.3600\n",
      "2007-07-30    4345.36  4348.6100  4450.1900  4345.7900  4440.7700\n",
      "2007-07-31    4440.77  4432.2700  4476.6300  4379.2000  4471.0300\n",
      "2007-08-01    4471.03  4488.7700  4502.3000  4284.8700  4300.5600\n",
      "2007-08-02    4300.56  4316.5700  4431.8500  4290.8100  4407.7300\n",
      "2007-08-03    4407.73  4440.9800  4562.6900  4438.9600  4560.7700\n",
      "2007-08-06    4560.77  4600.1200  4629.9700  4564.3100  4628.1100\n",
      "2007-08-07    4628.11  4642.0100  4687.4400  4581.2900  4651.2300\n",
      "2007-08-08    4651.23  4614.5900  4711.3200  4568.6900  4663.1600\n",
      "2007-08-09    4663.16  4658.5900  4768.8900  4658.5900  4754.1000\n",
      "2007-08-10     4754.1  4745.1800  4769.6200  4640.7700  4749.3700\n",
      "2007-08-13    4749.37  4768.6200  4872.5500  4728.8900  4820.0600\n",
      "2007-08-14    4820.06  4820.1500  4876.8500  4789.9000  4872.7800\n",
      "2007-08-15    4872.78  4875.5100  4916.3100  4762.7200  4869.8800\n",
      "2007-08-16    4869.88  4845.0200  4845.0200  4710.3100  4765.4500\n",
      "2007-08-17    4765.45  4733.1400  4814.3700  4646.4300  4656.5700\n",
      "2007-08-20    4656.57  4773.8300  4906.0000  4758.4000  4904.8500\n",
      "2007-08-21    4904.85  4944.2100  4982.9800  4917.8200  4955.2100\n",
      "2007-08-22    4955.21  4876.3500  4999.1900  4861.2700  4980.0700\n",
      "2007-08-23    4980.07  5002.8400  5050.3800  4968.3300  5032.4900\n",
      "2007-08-24    5032.49  5070.6500  5125.3600  5052.2400  5107.6700\n",
      "2007-08-27    5107.67  5144.8200  5192.0600  5092.0800  5150.1200\n",
      "2007-08-28    5150.12  5134.1400  5209.5100  5058.4500  5194.6900\n",
      "2007-08-29    5194.69  5147.7100  5204.5300  5063.4100  5109.4300\n",
      "2007-08-30    5109.43  5144.1100  5186.5300  5109.6600  5167.8800\n",
      "2007-08-31    5167.88  5184.0900  5235.1600  5158.3700  5218.8200\n",
      "2007-09-03    5218.82  5257.7800  5327.5400  5257.7800  5321.0600\n",
      "2007-09-04    5321.06  5333.4000  5357.9300  5265.0000  5294.0500\n",
      "2007-09-05    5294.05  5296.0700  5337.9300  5223.6700  5310.7200\n",
      "2007-09-06    5310.72  5336.6700  5412.3200  5314.3400  5393.6600\n",
      "2007-09-07    5393.66  5381.1900  5405.3600  5269.2500  5277.1800\n",
      "2007-09-10    5277.18  5208.3200  5356.8600  5169.9000  5355.2900\n",
      "2007-09-11    5355.29  5362.9400  5395.0400  5093.9200  5113.9700\n",
      "2007-09-12    5113.97  5092.5800  5192.3000  5025.3400  5172.6300\n",
      "2007-09-13    5172.63  5193.4100  5276.7700  5178.8700  5273.5900\n",
      "2007-09-14    5273.59  5290.2600  5324.4400  5201.8500  5312.1800\n",
      "2007-09-17    5312.18  5309.0600  5427.1700  5307.7700  5421.3900\n",
      "2007-09-18    5421.39  5446.7300  5458.5800  5339.9200  5425.2100\n",
      "2007-09-19    5425.21  5439.0200  5447.3600  5336.0700  5395.2700\n",
      "2007-09-20    5395.27  5408.4800  5482.4300  5396.1100  5470.0600\n",
      "2007-09-21    5470.06  5482.5100  5489.0700  5363.3500  5454.6700\n",
      "2007-09-24    5454.67  5469.8400  5506.0600  5404.4200  5485.0100\n",
      "2007-09-25    5485.01  5500.2700  5509.2300  5396.4800  5425.8800\n",
      "2007-09-26    5425.88  5407.8300  5463.9000  5320.0200  5338.5200\n",
      "2007-09-27    5338.52  5338.1100  5411.1900  5306.8200  5409.4000\n",
      "2007-09-28     5409.4  5461.5800  5560.4200  5461.5800  5552.3000\n",
      "2007-10-08     5552.3  5683.3100  5729.9600  5620.0000  5692.7600\n",
      "2007-10-09    5692.76  5678.9100  5725.4100  5628.3500  5715.8900\n",
      "2007-10-10    5715.89  5742.6500  5860.8600  5727.2400  5771.4600\n",
      "2007-10-11    5771.46  5798.3900  5914.7700  5755.9900  5913.2300\n",
      "2007-10-12    5913.23  5950.9000  5959.3600  5658.8100  5903.2600\n",
      "2007-10-15    5903.26  5934.7700  6039.0400  5866.1300  6030.0900\n",
      "2007-10-16    6030.09  6056.9500  6124.0400  6040.7100  6092.0600\n",
      "2007-10-17    6092.06  6057.4300  6088.8900  5982.2000  6036.2800\n",
      "2007-10-18    6036.28  6031.9200  6055.4700  5804.9700  5825.2800\n",
      "2007-10-19    5825.28  5869.1200  5932.1100  5766.8600  5818.0500\n",
      "2007-10-22    5818.05  5742.7900  5804.8400  5654.9100  5667.3300\n",
      "2007-10-23    5667.33  5660.0700  5776.0200  5574.8400  5773.3900\n",
      "2007-10-24    5773.39  5804.0200  5906.6900  5793.5600  5843.1100\n",
      "2007-10-25    5843.11  5794.2200  5819.8800  5546.0400  5562.3900\n",
      "2007-10-26    5562.39  5498.8600  5628.8300  5462.0100  5589.6300\n",
      "2007-10-29    5589.63  5641.9800  5750.2500  5617.9800  5748.0000\n",
      "2007-10-30       5748  5769.2000  5899.6500  5701.3400  5897.1900\n",
      "2007-10-31    5897.19  5984.7100  6002.1200  5871.4800  5954.7700\n",
      "2007-11-01    5954.77  5978.9400  6005.1300  5912.5000  5914.2800\n",
      "2007-11-02    5914.28  5812.4700  5860.5900  5740.4000  5777.8100\n",
      "2007-11-05    5777.81  5748.1800  5787.2300  5603.4700  5634.4500\n",
      "2007-11-06    5634.45  5593.3500  5649.7500  5510.1600  5536.5700\n",
      "2007-11-07    5536.57  5565.6500  5610.9500  5469.7600  5601.7800\n",
      "2007-11-08    5601.78  5559.1500  5559.1500  5328.2000  5330.0200\n",
      "2007-11-09    5330.02  5276.0100  5382.7000  5217.6300  5315.5400\n",
      "2007-11-12    5315.54  5181.1800  5250.0900  5032.5800  5187.7300\n",
      "2007-11-13    5187.73  5239.3400  5311.7000  5085.4400  5158.1200\n",
      "2007-11-14    5158.12  5246.5700  5414.6100  5165.0600  5412.6900\n",
      "2007-11-15    5412.69  5391.0200  5453.7400  5338.9000  5365.2700\n",
      "2007-11-16    5365.27  5273.0800  5335.5100  5224.3100  5316.2700\n",
      "2007-11-19    5316.27  5325.3000  5333.0900  5240.4200  5269.8200\n",
      "2007-11-20    5269.82  5230.7400  5338.1700  5158.5400  5293.7000\n",
      "2007-11-21     5293.7  5307.7900  5344.9300  5206.5700  5214.2300\n",
      "2007-11-22    5214.23  5113.8800  5154.8600  4969.8900  4984.1600\n",
      "2007-11-23    4984.16  4946.2600  5034.2300  4896.9900  5032.1300\n",
      "2007-11-26    5032.13  5102.5300  5124.8900  4952.4300  4958.8500\n",
      "2007-11-27    4958.85  4919.9100  4947.0800  4857.0400  4861.1100\n",
      "2007-11-28    4861.11  4870.8400  4907.7600  4778.7300  4803.3900\n",
      "2007-11-29    4803.39  4870.8600  5011.1900  4814.7800  5003.3300\n",
      "2007-11-30    5003.33  4993.7400  4993.7400  4861.8600  4871.7800\n",
      "2007-12-03    4871.78  4838.5600  4899.6700  4798.0100  4868.6100\n",
      "2007-12-04    4868.61  4882.1500  4971.4000  4882.1500  4915.8900\n",
      "2007-12-05    4915.89  4917.3600  5052.7500  4893.3200  5042.6500\n",
      "2007-12-06    5042.65  5055.8400  5065.5100  4995.4700  5035.0700\n",
      "2007-12-07    5035.07  5038.4800  5096.8000  5021.3700  5091.7600\n",
      "2007-12-10    5091.76  5010.8300  5168.7600  4990.7200  5161.9200\n",
      "2007-12-11    5161.92  5180.5400  5209.7000  5103.7500  5175.0800\n",
      "2007-12-12    5175.08  5148.2500  5149.9300  5054.5600  5095.5400\n",
      "2007-12-13    5095.54  5078.1800  5095.1500  4954.3600  4958.0400\n",
      "2007-12-14    4958.04  4899.7500  5011.2000  4860.1600  5007.9100\n",
      "2007-12-17    5007.91  5007.2800  5007.3500  4874.6200  4876.7600\n",
      "2007-12-18    4876.76  4856.4700  4905.4900  4812.1600  4836.1700\n",
      "2007-12-19    4836.17  4878.0700  4960.4200  4868.3500  4941.7800\n",
      "2007-12-20    4941.78  4965.2900  5050.7800  4923.3000  5043.5300\n",
      "2007-12-21    5043.53  5017.1900  5112.3900  5013.7600  5101.7800\n",
      "2007-12-24    5101.78  5132.9100  5284.3400  5104.6500  5234.2600\n",
      "2007-12-25    5234.26  5233.1800  5254.4000  5178.8000  5201.1800\n",
      "2007-12-26    5201.18  5209.0300  5262.5900  5158.7600  5233.3500\n",
      "2007-12-27    5233.35  5248.2200  5316.5200  5203.5000  5308.8900\n",
      "2007-12-28    5308.89  5320.0100  5336.5000  5248.6900  5261.5600\n",
      "2008-01-02    5261.56  5265.0000  5295.0200  5201.8900  5272.8100\n",
      "2008-01-03    5272.81  5269.8000  5321.4600  5211.0500  5319.8600\n",
      "2008-01-04    5319.86  5328.4100  5372.4600  5318.4600  5361.5700\n",
      "2008-01-07    5361.57  5357.4500  5403.3500  5332.6000  5393.3400\n",
      "2008-01-08    5393.34  5414.5600  5480.0700  5344.6500  5386.5300\n",
      "2008-01-09    5386.53  5365.2200  5437.7600  5346.8500  5435.8100\n",
      "2008-01-10    5435.81  5449.1600  5483.8300  5407.3100  5456.5400\n",
      "2008-01-11    5456.54  5471.3900  5500.0600  5423.8100  5484.6800\n",
      "2008-01-14    5484.68  5507.5800  5522.7800  5456.9300  5497.9000\n",
      "2008-01-15     5497.9  5503.9300  5505.0300  5405.6000  5443.7900\n",
      "2008-01-16    5443.79  5395.2800  5396.0400  5288.7700  5290.6100\n",
      "2008-01-17    5290.61  5235.9100  5312.2900  5039.7900  5151.6300\n",
      "2008-01-18    5151.63  5141.3700  5187.6000  5093.1300  5180.5100\n",
      "2008-01-21    5180.51  5188.8000  5200.9300  4891.2800  4914.4400\n",
      "2008-01-22    4914.44  4818.0000  4818.0000  4511.9500  4559.7500\n",
      "2008-01-23    4559.75  4572.9000  4705.0700  4510.5000  4703.0500\n",
      "2008-01-24    4703.05  4753.4400  4767.8000  4625.4600  4717.7300\n",
      "2008-01-25    4717.73  4716.9800  4806.8900  4657.7100  4761.6900\n",
      "2008-01-28    4761.69  4720.5600  4720.5600  4409.0800  4419.2900\n",
      "2008-01-29    4419.29  4426.2700  4517.6000  4389.5200  4457.9400\n",
      "2008-01-30    4457.94  4505.6400  4554.3400  4330.7000  4417.8500\n",
      "2008-01-31    4417.85  4408.0200  4487.3200  4368.3000  4383.3900\n",
      "2008-02-01    4383.39  4388.2500  4411.7000  4195.7500  4320.7700\n",
      "2008-02-04    4320.77  4415.0200  4672.2100  4415.0200  4672.1700\n",
      "2008-02-05    4672.17  4622.5400  4662.9700  4550.4300  4599.7000\n",
      "2008-02-13     4599.7  4525.0300  4547.5400  4454.6400  4490.7200\n",
      "2008-02-14    4490.72  4527.0500  4576.9800  4507.9400  4552.3200\n",
      "2008-02-15    4552.32  4523.7900  4523.7900  4431.4600  4497.1300\n",
      "2008-02-18    4497.13  4546.7500  4601.2200  4517.6000  4568.1500\n",
      "2008-02-19    4568.15  4582.2800  4665.5500  4544.9400  4664.3000\n",
      "2008-02-20     4664.3  4682.5900  4695.8000  4556.8100  4567.0300\n",
      "2008-02-21    4567.03  4534.1700  4568.2100  4452.6800  4527.1800\n",
      "2008-02-22    4527.18  4500.3900  4500.3900  4333.0300  4370.2800\n",
      "2008-02-25    4370.28  4370.1900  4391.3300  4182.7700  4192.5300\n",
      "2008-02-26    4192.53  4302.7300  4331.6400  4123.3100  4238.1800\n",
      "2008-02-27    4238.18  4256.5300  4360.7000  4222.4600  4334.0500\n",
      "2008-02-28    4334.05  4343.2800  4344.9300  4265.5000  4299.5100\n",
      "2008-02-29    4299.51  4293.5300  4364.8100  4275.9000  4348.5400\n",
      "2008-03-03    4348.54  4323.7000  4456.9600  4279.3500  4438.2700\n",
      "2008-03-04    4438.27  4454.1800  4472.1500  4321.2700  4335.4500\n",
      "2008-03-05    4335.45  4316.2500  4352.8200  4210.9600  4292.6500\n",
      "2008-03-06    4292.65  4310.3500  4427.5000  4260.7900  4360.9900\n",
      "2008-03-07    4360.99  4315.8100  4341.3000  4265.8300  4300.5200\n",
      "2008-03-10    4300.52  4265.6100  4265.6100  4120.5300  4146.3000\n",
      "2008-03-11     4146.3  4121.6500  4165.9100  4063.4700  4165.8800\n",
      "2008-03-12    4165.88  4254.6700  4272.9800  4068.7800  4070.1200\n",
      "2008-03-13    4070.12  4033.3200  4055.4500  3902.2500  3971.2600\n",
      "2008-03-14    3971.26  3956.7500  4000.7800  3891.7000  3962.6700\n",
      "2008-03-17    3962.67  3941.2600  3941.2600  3813.0000  3820.0500\n",
      "2008-03-18    3820.05  3789.5700  3862.7700  3607.2500  3668.9000\n",
      "2008-03-19     3668.9  3746.0500  3813.8900  3677.8200  3761.6100\n",
      "2008-03-20    3761.61  3721.5000  3857.6200  3516.3300  3804.0500\n",
      "2008-03-21    3804.05  3790.1100  3838.0600  3746.3900  3796.5800\n",
      "2008-03-24    3796.58  3830.3500  3840.4800  3624.9400  3626.1900\n",
      "2008-03-25    3626.19  3559.9400  3659.2100  3521.5300  3629.6200\n",
      "2008-03-26    3629.62  3644.1300  3698.3200  3591.1100  3606.8600\n",
      "2008-03-27    3606.86  3541.2800  3541.2800  3407.9000  3411.4900\n",
      "2008-03-28    3411.49  3378.6300  3590.7500  3357.2300  3580.1500\n",
      "2008-03-31    3580.15  3465.9100  3555.8200  3445.5600  3472.7100\n",
      "2008-04-01    3472.71  3461.0900  3493.1300  3308.9000  3329.1600\n",
      "2008-04-02    3329.16  3370.6000  3464.5300  3283.6400  3347.8800\n",
      "2008-04-03    3347.88  3323.4300  3456.9500  3271.2900  3446.2400\n",
      "2008-04-07    3446.24  3418.5200  3613.4800  3386.5100  3599.6200\n",
      "2008-04-08    3599.62  3604.2600  3656.9600  3563.8500  3612.5400\n",
      "2008-04-09    3612.54  3585.8500  3606.8900  3413.0700  3413.9100\n",
      "2008-04-10    3413.91  3378.1400  3474.3100  3344.8700  3471.7400\n",
      "2008-04-11    3471.74  3498.5500  3517.8200  3462.1400  3492.8900\n",
      "2008-04-14    3492.89  3419.0500  3427.8800  3285.3000  3296.6700\n",
      "2008-04-15    3296.67  3282.5700  3349.7600  3212.1500  3348.3500\n",
      "2008-04-16    3348.35  3349.9300  3363.2200  3283.0800  3291.6000\n",
      "2008-04-17     3291.6  3286.4100  3352.9500  3180.2000  3222.7400\n",
      "2008-04-18    3222.74  3200.5700  3203.7100  3078.1700  3094.6700\n",
      "2008-04-21    3094.67  3305.1500  3305.1700  3073.5600  3116.9800\n",
      "2008-04-22    3116.98  3076.7200  3148.7300  2990.7900  3147.7900\n",
      "2008-04-23    3147.79  3116.4100  3296.7200  3089.8900  3278.3300\n",
      "2008-04-24    3278.33  3539.8700  3593.2000  3461.6400  3583.0300\n",
      "2008-04-25    3583.03  3572.5500  3658.5500  3527.8400  3557.7500\n",
      "2008-04-28    3557.75  3497.3800  3530.9100  3460.2600  3474.7200\n",
      "2008-04-29    3474.72  3457.3500  3544.2300  3453.2800  3523.4100\n",
      "2008-04-30    3523.41  3545.5700  3705.0900  3543.0200  3693.1100\n",
      "2008-05-05    3693.11  3739.8000  3768.2200  3696.7000  3761.0100\n",
      "2008-05-06    3761.01  3735.8500  3786.0200  3680.9900  3733.5000\n",
      "2008-05-07     3733.5  3716.4500  3774.0700  3577.9900  3579.1500\n",
      "2008-05-08    3579.15  3538.9200  3658.0500  3523.0300  3656.8400\n",
      "2008-05-09    3656.84  3682.9500  3693.1600  3552.4700  3613.4900\n",
      "2008-05-12    3613.49  3548.6100  3668.8600  3521.8800  3626.9800\n",
      "2008-05-13    3626.98  3515.7100  3615.0600  3508.3200  3560.2400\n",
      "2008-05-14    3560.24  3549.6700  3661.9700  3549.6700  3657.4300\n",
      "2008-05-15    3657.43  3676.8400  3706.7200  3636.2200  3637.3200\n",
      "2008-05-16    3637.32  3637.6400  3661.0700  3582.5000  3624.2300\n",
      "2008-05-19    3624.23  3615.5900  3624.8400  3563.6100  3604.7600\n",
      "2008-05-20    3604.76  3601.5500  3632.0100  3432.3800  3443.1600\n",
      "2008-05-21    3443.16  3414.3400  3560.5300  3355.0800  3544.1900\n",
      "2008-05-22    3544.19  3493.0700  3558.0200  3469.7900  3485.6300\n",
      "2008-05-23    3485.63  3473.8000  3521.3900  3435.8400  3473.0900\n",
      "2008-05-26    3473.09  3442.2900  3443.9900  3361.9900  3364.5400\n",
      "2008-05-27    3364.54  3355.1100  3383.6800  3333.9500  3375.4100\n",
      "2008-05-28    3375.41  3382.7700  3486.3300  3354.2500  3459.0300\n",
      "2008-05-29    3459.03  3447.7700  3481.7300  3400.7700  3401.4400\n",
      "2008-05-30    3401.44  3414.2500  3450.4900  3390.8800  3433.3500\n",
      "2008-06-02    3433.35  3426.2000  3483.6100  3400.7200  3459.0400\n",
      "2008-06-03    3459.04  3456.5800  3469.0600  3409.2300  3436.4000\n",
      "2008-06-04     3436.4  3424.0400  3428.4700  3341.7400  3369.9100\n",
      "2008-06-05    3369.91  3355.9300  3376.3400  3326.5400  3351.6400\n",
      "2008-06-06    3351.64  3362.0100  3371.2800  3312.7200  3329.6700\n",
      "2008-06-10    3329.67  3202.1100  3215.5000  3045.0600  3072.3300\n",
      "2008-06-11    3072.33  3042.1600  3064.2000  2992.3500  3024.2400\n",
      "2008-06-12    3024.24  3011.5600  3031.0600  2900.1200  2957.5300\n",
      "2008-06-13    2957.53  2960.9100  2976.4500  2865.5000  2868.8000\n",
      "2008-06-16     2868.8  2876.2900  2917.8100  2811.7200  2874.1000\n",
      "2008-06-17     2874.1  2873.1300  2893.4700  2769.1200  2794.7500\n",
      "2008-06-18    2794.75  2772.3700  2945.4200  2729.7100  2941.1100\n",
      "2008-06-19    2941.11  2921.7200  2921.7200  2742.1500  2748.8700\n",
      "2008-06-20    2748.87  2811.0800  2917.3200  2695.6300  2831.7400\n",
      "2008-06-23    2831.74  2780.1500  2813.1400  2741.1900  2760.4200\n",
      "2008-06-24    2760.42  2747.3200  2817.1700  2728.8300  2803.0200\n",
      "2008-06-25    2803.02  2794.0400  2910.4800  2784.4200  2905.0100\n",
      "2008-06-26    2905.01  2904.0900  2931.3100  2851.1200  2901.8500\n",
      "2008-06-27    2901.85  2809.3100  2822.2600  2723.1600  2748.4300\n",
      "2008-06-30    2748.43  2724.4000  2766.8000  2693.4000  2736.1000\n",
      "2008-07-01     2736.1  2743.1600  2753.3300  2644.7800  2651.6100\n",
      "2008-07-02    2651.61  2656.0400  2700.9000  2627.9000  2651.7200\n",
      "2008-07-03    2651.72  2610.8200  2746.3700  2566.5300  2703.5300\n",
      "2008-07-04    2703.53  2691.2100  2713.4800  2645.8300  2669.8900\n",
      "2008-07-07    2669.89  2673.5500  2801.5300  2673.5500  2792.4000\n",
      "2008-07-08     2792.4  2805.6100  2843.6000  2754.6200  2814.9500\n",
      "2008-07-09    2814.95  2838.8600  2920.5500  2838.8600  2920.5500\n",
      "2008-07-10    2920.55  2879.6200  2952.0400  2862.0600  2875.4500\n",
      "2008-07-11    2875.45  2863.8100  2888.2900  2821.3100  2856.6300\n",
      "2008-07-14    2856.63  2837.4900  2895.3000  2828.2400  2878.2600\n",
      "2008-07-15    2878.26  2886.1100  2896.3300  2769.9100  2779.4500\n",
      "2008-07-16    2779.45  2753.9000  2765.1500  2656.6100  2705.8700\n",
      "2008-07-17    2705.87  2747.9500  2773.2800  2676.1500  2684.7800\n",
      "2008-07-18    2684.78  2711.7400  2785.5300  2665.9100  2778.3700\n",
      "2008-07-21    2778.37  2759.8800  2865.0700  2745.6400  2861.4200\n",
      "2008-07-22    2861.42  2852.4400  2868.6200  2830.7600  2846.1200\n",
      "2008-07-23    2846.12  2870.9300  2887.5800  2831.1100  2837.8500\n",
      "2008-07-24    2837.85  2861.8100  2912.7000  2849.1000  2910.2900\n",
      "2008-07-25    2910.29  2875.7700  2888.5800  2851.9300  2865.1000\n",
      "2008-07-28     2865.1  2883.7600  2924.4500  2883.7600  2903.0100\n",
      "2008-07-29    2903.01  2868.0100  2868.0100  2827.7000  2850.3100\n",
      "2008-07-30    2850.31  2884.5900  2894.3700  2822.1900  2836.6700\n",
      "2008-07-31    2836.67  2844.6500  2848.0000  2774.1000  2775.7200\n",
      "2008-08-01    2775.72  2751.0200  2830.7600  2721.9500  2801.8200\n",
      "2008-08-04    2801.82  2782.9900  2793.2600  2738.8500  2741.7400\n",
      "2008-08-05    2741.74  2751.2000  2762.2600  2684.7300  2690.7500\n",
      "2008-08-06    2690.75  2711.6000  2743.1100  2678.8600  2719.3700\n",
      "2008-08-07    2719.37  2717.5000  2742.7000  2691.3600  2727.5800\n",
      "2008-08-08    2727.58  2724.4300  2725.9300  2595.9200  2605.7200\n",
      "2008-08-11    2605.72  2595.8900  2601.5000  2453.7100  2470.0700\n",
      "2008-08-12    2470.07  2445.2200  2484.7500  2430.8500  2457.2000\n",
      "2008-08-13     2457.2  2440.5300  2458.7700  2370.7400  2446.3000\n",
      "2008-08-14     2446.3  2432.2000  2454.2500  2409.0100  2437.0800\n",
      "2008-08-15    2437.08  2434.4100  2476.8600  2414.5700  2450.6100\n",
      "2008-08-18    2450.61  2451.7800  2455.5000  2318.9300  2319.8700\n",
      "2008-08-19    2319.87  2297.2400  2355.9300  2284.5900  2344.4700\n",
      "2008-08-20    2344.47  2332.4800  2523.4700  2306.6600  2523.2800\n",
      "2008-08-21    2523.28  2484.4900  2518.4400  2431.0500  2431.7200\n",
      "2008-08-22    2431.72  2414.4600  2426.7100  2362.0900  2405.2300\n",
      "2008-08-25    2405.23  2408.0900  2443.9900  2382.2900  2413.3700\n",
      "2008-08-26    2413.37  2384.9500  2403.0200  2327.2200  2350.0800\n",
      "2008-08-27    2350.08  2343.8800  2385.9900  2310.4500  2342.1500\n",
      "2008-08-28    2342.15  2341.9600  2374.2500  2333.0300  2350.1400\n",
      "2008-08-29    2350.14  2361.0500  2420.8500  2352.1000  2397.3700\n",
      "2008-09-01    2397.37  2380.4700  2380.4700  2311.7300  2325.1400\n",
      "2008-09-02    2325.14  2312.1000  2329.0100  2284.9200  2304.8900\n",
      "2008-09-03    2304.89  2301.9400  2321.5300  2248.0700  2276.6700\n",
      "2008-09-04    2276.67  2270.5200  2295.3600  2249.1200  2277.4100\n",
      "2008-09-05    2277.41  2224.5300  2238.3200  2199.3600  2202.4500\n",
      "2008-09-08    2202.45  2210.3400  2220.5500  2135.3800  2143.4200\n",
      "2008-09-09    2143.42  2152.2800  2161.3500  2114.5000  2145.7800\n",
      "2008-09-10    2145.78  2131.8000  2185.6900  2102.9100  2150.7600\n",
      "2008-09-11    2150.76  2143.4000  2148.1200  2070.4300  2078.9800\n",
      "2008-09-12    2078.98  2077.5500  2104.6300  2064.2900  2079.6700\n",
      "2008-09-16    2079.67  2049.8100  2049.8100  1974.3900  1986.6400\n",
      "2008-09-17    1986.64  1971.9400  1999.9500  1922.6800  1929.0500\n",
      "2008-09-18    1929.05  1876.1200  1942.8500  1802.3300  1895.8400\n",
      "2008-09-19    1895.84  2067.6400  2075.0900  2043.3200  2075.0900\n",
      "2008-09-22    2075.09  2241.7200  2269.7300  2164.8000  2236.4100\n",
      "2008-09-23    2236.41  2209.1200  2253.3900  2181.9600  2201.5100\n",
      "2008-09-24    2201.51  2133.1000  2218.2900  2116.9600  2216.8100\n",
      "2008-09-25    2216.81  2214.5800  2333.2800  2211.4500  2297.5000\n",
      "2008-09-26     2297.5  2304.1200  2310.4500  2246.2800  2293.7800\n",
      "2008-10-06    2293.78  2267.3900  2267.3900  2172.5700  2173.7400\n",
      "2008-10-07    2173.74  2101.0900  2183.0000  2072.9000  2157.8400\n",
      "2008-10-08    2157.84  2095.9100  2127.0900  2059.0900  2092.2200\n",
      "2008-10-09    2092.22  2125.5700  2130.8700  2063.4100  2074.5800\n",
      "2008-10-10    2074.58  1995.9600  2027.8300  1963.1800  2000.5700\n",
      "2008-10-13    2000.57  1978.5600  2074.4700  1931.4700  2073.5700\n",
      "2008-10-14    2073.57  2139.0700  2146.7300  2016.1800  2017.3200\n",
      "2008-10-15    2017.32  1995.8800  2013.4900  1963.1000  1994.6700\n",
      "2008-10-16    1994.67  1916.1300  1943.3200  1901.5000  1909.9400\n",
      "2008-10-17    1909.94  1921.8400  1941.3000  1902.6000  1930.6500\n",
      "2008-10-20    1930.65  1924.1800  1979.8400  1890.9200  1974.0100\n",
      "2008-10-21    1974.01  1978.6700  1996.6600  1956.1100  1958.5300\n",
      "2008-10-22    1958.53  1932.6800  1950.7900  1894.3100  1895.8200\n",
      "2008-10-23    1895.82  1851.2600  1879.8500  1828.3100  1875.5600\n",
      "2008-10-24    1875.56  1875.6300  1888.1000  1825.5300  1839.6200\n",
      "2008-10-27    1839.62  1809.2200  1809.2200  1721.6000  1723.3500\n",
      "2008-10-28    1723.35  1671.4000  1786.4300  1664.9200  1771.8200\n",
      "2008-10-29    1771.82  1786.2000  1795.0900  1719.3400  1719.8100\n",
      "2008-10-30    1719.81  1732.7700  1788.2000  1710.7300  1763.6100\n",
      "2008-10-31    1763.61  1754.2100  1765.6800  1721.5900  1728.7900\n",
      "2008-11-03    1728.79  1713.7600  1750.3200  1702.9800  1719.7700\n",
      "2008-11-04    1719.77  1707.9200  1717.1000  1678.9600  1706.7000\n",
      "2008-11-05     1706.7  1716.2200  1788.2600  1716.2200  1760.6100\n",
      "2008-11-06    1760.61  1720.4200  1728.2200  1703.1000  1717.7200\n",
      "2008-11-07    1717.72  1686.5200  1762.2300  1680.6000  1747.7100\n",
      "2008-11-10    1747.71  1782.3100  1876.1600  1782.3100  1874.8000\n",
      "2008-11-11     1874.8  1872.0700  1887.8000  1840.9200  1843.6100\n",
      "2008-11-12    1843.61  1820.4400  1863.9000  1815.0800  1859.1100\n",
      "2008-11-13    1859.11  1837.2700  1942.9000  1825.8800  1927.6100\n",
      "2008-11-14    1927.61  1943.9600  1987.2600  1921.8400  1986.4400\n",
      "2008-11-17    1986.44  1981.2600  2031.1000  1963.8500  2030.4800\n",
      "2008-11-18    2030.48  2020.9900  2050.8800  1889.8700  1902.4300\n",
      "2008-11-19    1902.43  1889.3500  2023.9100  1883.8400  2017.4700\n",
      "2008-11-20    2017.47  1977.2100  2030.8700  1956.7300  1983.7600\n",
      "2008-11-21    1983.76  1932.6000  2013.1800  1893.1500  1969.3900\n",
      "2008-11-24    1969.39  1961.2100  1974.4700  1893.3400  1897.0600\n",
      "2008-11-25    1897.06  1925.2500  1939.3700  1858.1600  1888.7100\n",
      "2008-11-26    1888.71  1890.3300  1914.7100  1873.1800  1897.8800\n",
      "2008-11-27    1897.88  2012.6900  2022.4800  1916.4700  1917.8600\n",
      "2008-11-28    1917.86  1901.6700  1915.2700  1856.2900  1871.1600\n",
      "2008-12-01    1871.16  1865.7400  1895.7600  1838.1000  1894.6200\n",
      "2008-12-02    1894.62  1856.9700  1907.7800  1846.5300  1889.6400\n",
      "2008-12-03    1889.64  1903.4300  1965.8300  1902.9400  1965.4100\n",
      "2008-12-04    1965.41  1992.7200  2055.2100  1985.2000  2001.5000\n",
      "2008-12-05     2001.5  1984.2600  2019.7500  1975.7100  2018.6600\n",
      "2008-12-08    2018.66  2049.1600  2091.2800  2038.1900  2090.7700\n",
      "2008-12-09    2090.77  2100.7700  2100.8100  2036.8900  2037.7400\n",
      "2008-12-10    2037.74  2025.0300  2079.5500  2005.5600  2079.1200\n",
      "2008-12-11    2079.12  2072.5800  2087.2000  2028.7300  2031.6800\n",
      "2008-12-12    2031.68  2014.5800  2023.1800  1932.2700  1954.2100\n",
      "2008-12-15    1954.21  1977.0300  1989.3000  1936.5600  1964.3700\n",
      "2008-12-16    1964.37  1948.8600  1976.7200  1907.8300  1975.0100\n",
      "2008-12-17    1975.01  1983.8400  2003.3800  1971.8200  1976.8200\n",
      "2008-12-18    1976.82  1978.9700  2016.5700  1958.9700  2015.6900\n",
      "2008-12-19    2015.69  2006.2100  2038.6600  1997.1200  2018.4600\n",
      "2008-12-22    2018.46  2016.4500  2016.4500  1965.3500  1987.7600\n",
      "2008-12-23    1987.76  1990.0500  1990.0500  1895.1800  1897.2200\n",
      "2008-12-24    1897.22  1873.5800  1887.3100  1850.8600  1863.8000\n",
      "2008-12-25     1863.8  1865.7200  1877.7700  1832.3600  1852.4200\n",
      "2008-12-26    1852.42  1852.9100  1866.6300  1840.1900  1851.5200\n",
      "2008-12-29    1851.52  1846.3000  1856.3300  1815.4100  1850.4800\n",
      "2008-12-30    1850.48  1851.9100  1862.9400  1826.9800  1832.9100\n",
      "2008-12-31    1832.91  1834.9500  1844.3700  1814.7500  1820.8100\n",
      "2009-01-05    1820.81  1849.0200  1880.7200  1844.0900  1880.7200\n",
      "2009-01-06    1880.72  1878.8300  1938.6900  1871.9700  1937.1400\n",
      "2009-01-07    1937.14  1938.9700  1948.2300  1920.5200  1924.0100\n",
      "2009-01-08    1924.01  1890.2400  1894.1700  1862.2600  1878.1800\n",
      "2009-01-09    1878.18  1875.1600  1909.3500  1875.1600  1904.8600\n",
      "2009-01-12    1904.86  1897.7000  1924.4400  1886.8300  1900.3500\n",
      "2009-01-13    1900.35  1880.8700  1888.3100  1861.8100  1863.3700\n",
      "2009-01-14    1863.37  1862.3100  1929.2800  1862.3100  1928.8700\n",
      "2009-01-15    1928.87  1912.7700  1937.7300  1902.5400  1920.2100\n",
      "2009-01-16    1920.21  1928.9200  1984.7300  1928.9200  1954.4400\n",
      "2009-01-19    1954.44  1971.0000  2018.5100  1966.1900  1986.6700\n",
      "2009-01-20    1986.67  1981.1500  1994.8100  1956.1000  1994.1100\n",
      "2009-01-21    1994.11  1965.9400  2007.9100  1960.5300  1985.0200\n",
      "2009-01-22    1985.02  1996.0900  2009.8500  1980.4400  2004.9500\n",
      "2009-01-23    2004.95  2001.1700  2008.7900  1986.3500  1990.6600\n",
      "2009-02-02    1990.66  2008.1300  2012.7400  1987.1300  2011.6800\n",
      "2009-02-03    2011.68  2011.7700  2060.9300  2005.0200  2060.8100\n",
      "2009-02-04    2060.81  2068.0900  2108.2600  2067.7900  2107.7500\n",
      "2009-02-05    2107.75  2106.8400  2149.4800  2082.6000  2098.0200\n",
      "2009-02-06    2098.02  2102.0800  2185.0900  2102.0800  2181.2400\n",
      "2009-02-09    2181.24  2211.3200  2238.8900  2196.7100  2224.7100\n",
      "2009-02-10    2224.71  2218.4900  2266.4000  2197.0100  2265.1600\n",
      "2009-02-11    2265.16  2230.4900  2305.7000  2218.3000  2260.8200\n",
      "2009-02-12    2260.82  2265.7900  2274.2000  2191.8900  2248.0900\n",
      "2009-02-13    2248.09  2249.1800  2323.1200  2236.1800  2320.7900\n",
      "2009-02-16    2320.79  2338.7600  2389.8800  2328.1800  2389.3900\n",
      "2009-02-17    2389.39  2387.3500  2402.8100  2316.9300  2319.4400\n",
      "2009-02-18    2319.44  2271.2600  2295.7400  2206.0600  2209.8600\n",
      "2009-02-19    2209.86  2224.4900  2247.6200  2190.4700  2227.1300\n",
      "2009-02-20    2227.13  2234.3600  2262.3300  2206.2100  2261.4800\n",
      "2009-02-23    2261.48  2249.2900  2313.5900  2219.7100  2305.7800\n",
      "2009-02-24    2305.78  2273.7600  2295.5900  2193.2700  2200.6500\n",
      "2009-02-25    2200.65  2222.5100  2234.0200  2142.6000  2206.5700\n",
      "2009-02-26    2206.57  2201.6700  2237.5500  2102.3500  2121.2500\n",
      "2009-02-27    2121.25  2100.0600  2123.2400  2064.9200  2082.8500\n",
      "2009-03-02    2082.85  2066.2300  2102.1100  2052.9900  2093.4500\n",
      "2009-03-03    2093.45  2047.2100  2088.6300  2037.0200  2071.4300\n",
      "2009-03-04    2071.43  2076.6200  2201.7300  2076.6200  2198.1100\n",
      "2009-03-05    2198.11  2220.1500  2241.7600  2173.4900  2221.0800\n",
      "2009-03-06    2221.08  2180.7900  2221.0400  2171.6700  2193.0100\n",
      "2009-03-09    2193.01  2205.7500  2232.6700  2116.4500  2118.7500\n",
      "2009-03-10    2118.75  2097.1400  2159.2700  2088.1600  2158.5700\n",
      "2009-03-11    2158.57  2199.9800  2203.5300  2133.1400  2139.0300\n",
      "2009-03-12    2139.03  2127.7300  2136.8000  2086.0200  2133.8800\n",
      "2009-03-13    2133.88  2148.4200  2166.0200  2124.9800  2128.8500\n",
      "2009-03-16    2128.85  2122.4100  2158.9000  2108.6100  2153.2900\n",
      "2009-03-17    2153.29  2156.7700  2225.1900  2151.7800  2218.3300\n",
      "2009-03-18    2218.33  2227.9800  2255.0100  2221.5900  2223.7200\n",
      "2009-03-19    2223.72  2227.3400  2268.1400  2220.1600  2265.7600\n",
      "2009-03-20    2265.76  2272.4400  2294.1200  2250.4100  2281.0900\n",
      "2009-03-23    2281.09  2286.2500  2329.1800  2276.8100  2325.4800\n",
      "2009-03-24    2325.48  2359.6800  2369.4500  2327.4300  2338.4200\n",
      "2009-03-25    2338.42  2333.1600  2355.6900  2291.3600  2291.5500\n",
      "2009-03-26    2291.55  2296.0500  2362.0500  2274.8900  2361.7000\n",
      "2009-03-27     2361.7  2380.6300  2392.7700  2361.0900  2374.4400\n",
      "2009-03-30    2374.44  2377.9600  2380.1900  2348.5300  2358.0400\n",
      "2009-03-31    2358.04  2313.8800  2375.7100  2299.1600  2373.2100\n",
      "2009-04-01    2373.21  2380.9800  2422.6300  2380.9800  2408.0200\n",
      "2009-04-02    2408.02  2417.2200  2450.0000  2417.1100  2425.2900\n",
      "2009-04-03    2425.29  2446.1200  2456.8100  2406.5000  2419.7800\n",
      "2009-04-07    2419.78  2422.1000  2449.5400  2407.5100  2439.1800\n",
      "2009-04-08    2439.18  2429.8800  2435.3900  2346.5400  2347.3900\n",
      "2009-04-09    2347.39  2345.0100  2380.9300  2331.8800  2379.8800\n",
      "2009-04-10    2379.88  2400.0100  2444.9800  2392.8000  2444.2300\n",
      "2009-04-13    2444.23  2468.0800  2522.4500  2464.0600  2513.7000\n",
      "2009-04-14     2513.7  2512.0100  2532.0900  2495.3400  2527.1800\n",
      "2009-04-15    2527.18  2514.5900  2542.5400  2485.9300  2536.0600\n",
      "2009-04-16    2536.06  2542.3400  2549.3100  2497.1200  2534.1300\n",
      "2009-04-17    2534.13  2524.6300  2539.3500  2481.9000  2503.9300\n",
      "2009-04-20    2503.93  2500.1700  2559.0400  2497.3200  2557.4600\n",
      "2009-04-21    2557.46  2523.2600  2552.6000  2499.6000  2535.8300\n",
      "2009-04-22    2535.83  2548.1100  2579.2200  2449.8900  2461.3500\n",
      "2009-04-23    2461.35  2440.6800  2474.1500  2422.7900  2463.9500\n",
      "2009-04-24    2463.95  2477.1600  2481.5300  2445.6600  2448.5900\n",
      "2009-04-27    2448.59  2443.4400  2452.9300  2393.1600  2405.3500\n",
      "2009-04-28    2405.35  2382.8800  2411.4400  2372.3400  2401.4400\n",
      "2009-04-29    2401.44  2401.6600  2477.7200  2395.4800  2468.1900\n",
      "2009-04-30    2468.19  2477.9300  2491.0700  2461.3600  2477.5700\n",
      "2009-05-04    2477.57  2486.6800  2560.5400  2486.2200  2559.9100\n",
      "2009-05-05    2559.91  2577.4300  2590.7800  2552.3900  2567.3400\n",
      "2009-05-06    2567.34  2563.5600  2596.9300  2552.6300  2592.5200\n",
      "2009-05-07    2592.52  2612.1200  2622.1100  2566.1200  2597.4500\n",
      "2009-05-08    2597.45  2586.7600  2634.0600  2574.5700  2625.6400\n",
      "2009-05-11    2625.64  2646.2900  2663.9500  2579.7500  2579.7500\n",
      "2009-05-12    2579.75  2562.3600  2619.6900  2558.9600  2618.1700\n",
      "2009-05-13    2618.17  2629.0300  2670.2100  2608.3200  2663.7700\n",
      "2009-05-14    2663.77  2631.4500  2651.4900  2610.2200  2639.8900\n",
      "2009-05-15    2639.89  2646.8900  2661.3700  2623.3600  2645.2600\n",
      "2009-05-18    2645.26  2632.5700  2656.8400  2589.6100  2652.7800\n",
      "2009-05-19    2652.78  2679.4000  2688.1100  2660.5600  2676.6800\n",
      "2009-05-20    2676.68  2680.5500  2686.3400  2651.0100  2651.4100\n",
      "2009-05-21    2651.41  2639.1400  2663.2300  2598.8700  2610.6200\n",
      "2009-05-22    2610.62  2595.9900  2617.7500  2578.5900  2597.6000\n",
      "2009-05-25     2597.6  2555.3400  2618.3600  2538.6200  2610.0100\n",
      "2009-05-26    2610.01  2615.0100  2618.8000  2585.9100  2588.5700\n",
      "2009-05-27    2588.57  2601.2400  2635.3100  2592.7900  2632.9300\n",
      "2009-06-01    2632.93  2668.4000  2726.7200  2668.4000  2721.2800\n",
      "2009-06-02    2721.28  2739.4400  2750.8800  2713.4700  2724.3000\n",
      "2009-06-03     2724.3  2722.2700  2778.6800  2717.8600  2778.5900\n",
      "2009-06-04    2778.59  2753.2500  2778.2400  2728.2000  2767.2400\n",
      "2009-06-05    2767.24  2783.8600  2791.6500  2750.3800  2753.8900\n",
      "2009-06-08    2753.89  2753.3400  2795.1500  2729.0300  2768.3400\n",
      "2009-06-09    2768.34  2766.5100  2788.3700  2721.8500  2787.8900\n",
      "2009-06-10    2787.89  2796.9000  2820.5700  2790.0000  2816.2500\n",
      "2009-06-11    2816.25  2812.2800  2828.7400  2787.4500  2797.3200\n",
      "2009-06-12    2797.32  2793.9700  2812.6800  2722.2200  2743.7600\n",
      "2009-06-15    2743.76  2743.0300  2790.9800  2727.7400  2789.5500\n",
      "2009-06-16    2789.55  2762.7400  2797.4800  2753.6900  2776.0200\n",
      "2009-06-17    2776.02  2771.5200  2813.6100  2744.2200  2810.1200\n",
      "2009-06-18    2810.12  2812.9900  2855.4100  2810.8500  2853.9000\n",
      "2009-06-19     2853.9  2861.1800  2886.5000  2847.3600  2880.4900\n",
      "2009-06-22    2880.49  2900.5700  2923.2400  2884.1300  2896.3000\n",
      "2009-06-23     2896.3  2853.4900  2941.0500  2841.9000  2892.7000\n",
      "2009-06-24     2892.7  2889.0500  2923.4700  2880.2800  2922.3000\n",
      "2009-06-25     2922.3  2926.6200  2946.9000  2909.0900  2925.0500\n",
      "2009-06-26    2925.05  2930.5000  2937.6100  2910.3400  2928.2100\n",
      "2009-06-29    2928.21  2930.3100  2976.9200  2918.3900  2975.3100\n",
      "2009-06-30    2975.31  2990.1200  2997.2700  2953.3600  2959.3600\n",
      "2009-07-01    2959.36  2950.1700  3009.7100  2947.6900  3008.1500\n",
      "2009-07-02    3008.15  3015.0800  3062.5600  3015.0800  3060.2500\n",
      "2009-07-03    3060.25  3035.8100  3088.8600  3029.5500  3088.3700\n",
      "2009-07-06    3088.37  3091.4800  3128.3100  3090.1000  3124.6700\n",
      "2009-07-07    3124.67  3118.2700  3130.0700  3077.4800  3089.4500\n",
      "2009-07-08    3089.45  3057.4600  3097.9600  3011.2100  3080.7700\n",
      "2009-07-09    3080.77  3073.5200  3123.5100  3064.2100  3123.0300\n",
      "2009-07-10    3123.03  3124.7900  3140.0400  3099.9900  3113.9300\n",
      "2009-07-13    3113.93  3098.9600  3112.8800  3076.3000  3080.5600\n",
      "2009-07-14    3080.56  3088.5800  3147.5900  3088.5800  3145.1600\n",
      "2009-07-15    3145.16  3156.6300  3188.9100  3156.6300  3188.5500\n",
      "2009-07-16    3188.55  3209.7800  3221.0700  3175.9600  3183.7400\n",
      "2009-07-17    3183.74  3181.0600  3197.2300  3158.5700  3189.7400\n",
      "2009-07-20    3189.74  3203.8900  3269.1800  3192.9000  3266.9200\n",
      "2009-07-21    3266.92  3275.6700  3279.5900  3207.5000  3213.2100\n",
      "2009-07-22    3213.21  3207.9900  3301.4300  3207.2600  3296.6100\n",
      "2009-07-23    3296.61  3301.1000  3331.0600  3289.2200  3328.4900\n",
      "2009-07-24    3328.49  3343.7600  3398.0500  3306.9100  3372.6000\n",
      "2009-07-27     3372.6  3377.7200  3435.9300  3376.2900  3435.2100\n",
      "2009-07-28    3435.21  3434.3200  3439.9200  3392.4300  3438.3700\n",
      "2009-07-29    3438.37  3419.9900  3454.0200  3174.2100  3266.4300\n",
      "2009-07-30    3266.43  3281.2000  3336.6400  3215.7500  3321.5600\n",
      "2009-07-31    3321.56  3354.6800  3414.1400  3333.7200  3412.0600\n",
      "2009-08-03    3412.06  3429.6900  3465.1700  3398.4500  3462.5900\n",
      "2009-08-04    3462.59  3477.1100  3478.0100  3404.8200  3471.4400\n",
      "2009-08-05    3471.44  3467.0500  3468.1000  3385.4200  3428.5000\n",
      "2009-08-06     3428.5  3401.4800  3419.7400  3309.6100  3356.3300\n",
      "2009-08-07    3356.33  3352.6600  3374.4600  3244.1000  3260.6900\n",
      "2009-08-10    3260.69  3287.7600  3307.8900  3201.0600  3249.7600\n",
      "2009-08-11    3249.76  3261.4100  3273.0200  3222.7100  3264.7300\n",
      "2009-08-12    3264.73  3255.9900  3255.9900  3104.5700  3112.7200\n",
      "2009-08-13    3112.72  3112.5700  3150.3600  3060.1200  3140.5600\n",
      "2009-08-14    3140.56  3138.1500  3146.0100  3039.3000  3046.9700\n",
      "2009-08-17    3046.97  2994.8700  3020.2600  2867.3900  2870.6300\n",
      "2009-08-18    2870.63  2845.3400  2920.6400  2827.1100  2910.8800\n",
      "2009-08-19    2910.88  2916.0900  2929.0600  2761.3900  2785.5800\n",
      "2009-08-20    2785.58  2798.3700  2914.6400  2798.3700  2911.5800\n",
      "2009-08-21    2911.58  2905.0500  2969.5200  2883.2700  2960.7700\n",
      "2009-08-24    2960.77  2982.1900  3004.9000  2944.9200  2993.4300\n",
      "2009-08-25    2993.43  2980.1000  2980.1000  2823.6400  2915.8000\n",
      "2009-08-26     2915.8  2889.7400  2995.8000  2872.2600  2967.5900\n",
      "2009-08-27    2967.59  2947.8300  2988.0300  2909.8900  2946.3900\n",
      "2009-08-28    2946.39  2938.4200  2949.4300  2843.1100  2860.6900\n",
      "2009-08-31    2860.69  2817.6300  2817.6300  2663.0000  2667.7400\n",
      "2009-09-01    2667.74  2649.1700  2727.0800  2639.7600  2683.7200\n",
      "2009-09-02    2683.72  2681.3300  2729.7100  2669.2200  2714.9700\n",
      "2009-09-03    2714.97  2722.3000  2854.1600  2715.6200  2845.0200\n",
      "2009-09-04    2845.02  2841.1700  2875.9800  2827.5800  2861.6100\n",
      "2009-09-07    2861.61  2877.6200  2919.3500  2860.0000  2881.1200\n",
      "2009-09-08    2881.12  2865.7000  2931.2300  2831.8500  2930.4700\n",
      "2009-09-09    2930.47  2944.1700  2962.2900  2900.1100  2946.2600\n",
      "2009-09-10    2946.26  2934.9600  2958.9500  2911.2100  2924.8800\n",
      "2009-09-11    2924.88  2917.1900  2999.3300  2915.9000  2989.7900\n",
      "2009-09-14    2989.79  2990.9300  3033.0800  2984.8400  3026.7400\n",
      "2009-09-15    3026.74  3029.1000  3050.4300  2999.4300  3033.7300\n",
      "2009-09-16    3033.73  3027.5100  3028.5600  2960.5900  2999.7100\n",
      "2009-09-17    2999.71  3015.5900  3064.2300  3015.5900  3060.2600\n",
      "2009-09-18    3060.26  3063.3100  3068.0300  2940.8300  2962.6700\n",
      "2009-09-21    2962.67  2937.9300  2968.7000  2871.6500  2967.0100\n",
      "2009-09-22    2967.01  2956.1300  2982.8900  2896.9400  2897.5500\n",
      "2009-09-23    2897.55  2897.8100  2924.2000  2825.8600  2842.7200\n",
      "2009-09-24    2842.72  2824.5800  2886.2600  2783.1100  2853.5500\n",
      "2009-09-25    2853.55  2836.7000  2864.0700  2812.9200  2838.8400\n",
      "2009-09-28    2838.84  2844.3700  2857.9500  2752.7700  2763.5300\n",
      "2009-09-29    2763.53  2763.7600  2779.6900  2712.3000  2754.5400\n",
      "2009-09-30    2754.54  2772.5700  2803.8600  2763.7100  2779.4300\n",
      "2009-10-09    2779.43  2840.1300  2912.5500  2834.6200  2911.7200\n",
      "2009-10-12    2911.72  2927.0200  2932.0800  2893.5700  2894.4800\n",
      "2009-10-13    2894.48  2889.7900  2937.8200  2886.9600  2936.1900\n",
      "2009-10-14    2936.19  2945.6700  3010.6100  2943.7400  2970.5300\n",
      "2009-10-15    2970.53  2994.8900  3014.2600  2967.1100  2979.7900\n",
      "2009-10-16    2979.79  2992.7400  3008.1800  2931.9200  2976.6300\n",
      "2009-10-19    2976.63  2974.6400  3039.6100  2962.3100  3038.2700\n",
      "2009-10-20    3038.27  3062.5500  3084.9400  3053.6400  3084.4500\n",
      "2009-10-21    3084.45  3080.5200  3105.5100  3062.5600  3070.5900\n",
      "2009-10-22    3070.59  3068.6800  3080.6600  3045.0300  3051.4100\n",
      "2009-10-23    3051.41  3057.3900  3123.4600  3057.3900  3107.8500\n",
      "2009-10-26    3107.85  3114.2900  3123.3600  3083.1800  3109.5700\n",
      "2009-10-27    3109.57  3086.0900  3086.0900  3020.4900  3021.4600\n",
      "2009-10-28    3021.46  3014.1800  3038.0600  2974.2600  3031.3300\n",
      "2009-10-29    3031.33  2975.2000  2993.4300  2952.0100  2960.4700\n",
      "2009-10-30    2960.47  3007.2500  3027.1300  2983.9300  2995.8500\n",
      "2009-11-02    2995.85  2933.8200  3077.9100  2923.5300  3076.6500\n",
      "2009-11-03    3076.65  3085.7400  3121.2000  3078.9400  3114.2300\n",
      "2009-11-04    3114.23  3119.3100  3141.4500  3096.3500  3128.5400\n",
      "2009-11-05    3128.54  3133.5100  3158.7200  3122.5200  3155.0500\n",
      "2009-11-06    3155.05  3176.1400  3183.5700  3156.9900  3164.0400\n",
      "2009-11-09    3164.04  3162.1500  3176.6600  3141.7700  3175.5900\n",
      "2009-11-10    3175.59  3203.1700  3211.1100  3176.2600  3178.6100\n",
      "2009-11-11    3178.61  3176.3100  3186.5900  3149.0700  3175.1900\n",
      "2009-11-12    3175.19  3181.4600  3199.8700  3163.0800  3172.9500\n",
      "2009-11-13    3172.95  3164.6500  3189.0900  3127.5000  3187.6500\n",
      "2009-11-16    3187.65  3206.4300  3275.5500  3206.4300  3275.0500\n",
      "2009-11-17    3275.05  3291.0400  3298.3800  3275.3000  3282.8900\n",
      "2009-11-18    3282.89  3287.2600  3315.8700  3274.2100  3303.2300\n",
      "2009-11-19    3303.23  3311.1900  3329.0300  3285.8000  3320.6100\n",
      "2009-11-20    3320.61  3309.3800  3332.5300  3280.1800  3308.3500\n",
      "2009-11-23    3308.35  3312.9700  3339.3000  3305.5000  3338.6600\n",
      "2009-11-24    3338.66  3352.2200  3361.3900  3214.0300  3223.5300\n",
      "2009-11-25    3223.53  3214.8200  3291.1700  3188.0200  3290.1600\n",
      "2009-11-26    3290.16  3296.0100  3305.3300  3160.3500  3170.9800\n",
      "2009-11-27    3170.98  3137.3000  3169.7600  3080.8900  3096.2600\n",
      "2009-11-30    3096.26  3114.2900  3195.8800  3114.2900  3195.3000\n",
      "2009-12-01     3195.3  3191.0600  3240.6600  3173.4200  3235.3600\n",
      "2009-12-02    3235.36  3252.9800  3278.2700  3245.9600  3269.7500\n",
      "2009-12-03    3269.75  3267.9900  3270.3700  3227.7700  3264.6300\n",
      "2009-12-04    3264.63  3256.6100  3319.1300  3214.8400  3317.0400\n",
      "2009-12-07    3317.04  3313.0600  3334.0100  3302.1300  3331.9000\n",
      "2009-12-08     3331.9  3330.3300  3330.3800  3260.6700  3296.6600\n",
      "2009-12-09    3296.66  3258.0000  3284.6400  3228.2000  3239.5700\n",
      "2009-12-10    3239.57  3258.3500  3276.1300  3225.5600  3254.2600\n",
      "2009-12-11    3254.26  3260.4500  3280.9400  3242.3700  3247.3200\n",
      "2009-12-14    3247.32  3246.9500  3315.0300  3178.2300  3302.9000\n",
      "2009-12-15     3302.9  3283.6000  3303.1800  3267.9300  3274.4600\n",
      "2009-12-16    3274.46  3262.8600  3299.3300  3246.6100  3255.2100\n",
      "2009-12-17    3255.21  3261.6100  3272.9700  3176.6300  3179.0800\n",
      "2009-12-18    3179.08  3154.8200  3169.5800  3108.0300  3113.8900\n",
      "2009-12-21    3113.89  3108.0700  3123.9900  3088.0000  3122.9700\n",
      "2009-12-22    3122.97  3126.6100  3129.3100  3039.8600  3050.5200\n",
      "2009-12-23    3050.52  3048.2000  3078.8400  3041.3500  3073.7800\n",
      "2009-12-24    3073.78  3080.8700  3156.5300  3075.1100  3153.4100\n",
      "2009-12-25    3153.41  3149.2300  3154.7700  3128.1500  3141.3500\n",
      "2009-12-28    3141.35  3148.8600  3202.0900  3148.8600  3188.7800\n",
      "2009-12-29    3188.78  3190.1700  3212.5200  3166.7600  3211.7600\n",
      "2009-12-30    3211.76  3211.8300  3267.0000  3206.2200  3262.6000\n",
      "2009-12-31     3262.6  3265.0000  3282.2100  3250.0300  3277.1400\n",
      "2010-01-04    3277.14  3289.7500  3295.2800  3243.3200  3243.7600\n",
      "2010-01-05    3243.76  3254.4700  3290.5100  3221.4600  3282.1800\n",
      "2010-01-06    3282.18  3277.5200  3295.8700  3253.0400  3254.2200\n",
      "2010-01-07    3254.22  3253.9900  3268.8200  3176.7100  3192.7800\n",
      "2010-01-08    3192.78  3177.2600  3198.9200  3149.0200  3196.0000\n",
      "2010-01-11       3196  3301.6100  3306.7500  3197.3300  3212.7500\n",
      "2010-01-12    3212.75  3205.7000  3275.2000  3180.0900  3273.9700\n",
      "2010-01-13    3273.97  3204.9800  3232.8200  3165.4900  3172.6600\n",
      "2010-01-14    3172.66  3183.3800  3219.0200  3165.6000  3215.5500\n",
      "2010-01-15    3215.55  3217.1900  3241.8200  3197.2200  3224.1500\n",
      "2010-01-18    3224.15  3213.6400  3238.2400  3202.2100  3237.1000\n",
      "2010-01-19     3237.1  3242.2200  3268.8100  3236.8400  3246.8700\n",
      "2010-01-20    3246.87  3252.0400  3255.1300  3148.3300  3151.8500\n",
      "2010-01-21    3151.85  3154.1900  3176.1500  3126.9000  3158.8600\n",
      "2010-01-22    3158.86  3118.7200  3147.8300  3062.6300  3128.5900\n",
      "2010-01-25    3128.59  3103.3200  3137.0000  3092.9300  3094.4100\n",
      "2010-01-26    3094.41  3094.8500  3107.2000  3001.9600  3019.3900\n",
      "2010-01-27    3019.39  3020.5400  3028.6500  2972.6300  2986.6100\n",
      "2010-01-28    2986.61  2985.2100  3006.0400  2963.8900  2994.1400\n",
      "2010-01-29    2994.14  2979.7400  3024.8500  2968.4500  2989.2900\n",
      "2010-02-01    2989.29  2981.3700  2981.3700  2912.8900  2941.3600\n",
      "2010-02-02    2941.36  2955.7500  2990.7500  2930.5600  2934.7100\n",
      "2010-02-03    2934.71  2945.0300  3005.1300  2890.0200  3003.8400\n",
      "2010-02-04    3003.84  2983.0500  3015.1300  2968.6800  2995.3100\n",
      "2010-02-05    2995.31  2936.2000  2959.2300  2918.9100  2939.4000\n",
      "2010-02-08     2939.4  2936.4500  2954.2700  2922.1900  2935.1700\n",
      "2010-02-09    2935.17  2932.0900  2957.4700  2929.2100  2948.8400\n",
      "2010-02-10    2948.84  2967.1400  2983.1800  2958.2200  2982.5000\n",
      "2010-02-11     2982.5  2985.0800  3001.6400  2976.0800  2985.5000\n",
      "2010-02-12     2985.5  2996.0900  3018.8600  2993.4400  3018.1300\n",
      "2010-02-22    3018.13  3016.7000  3026.6600  3002.8100  3003.4000\n",
      "2010-02-23     3003.4  2998.9100  2998.9100  2938.7500  2982.5700\n",
      "2010-02-24    2982.57  2964.9800  3023.7400  2955.0700  3022.1800\n",
      "2010-02-25    3022.18  3026.6600  3063.0000  3022.3700  3060.6200\n",
      "2010-02-26    3060.62  3053.5000  3067.5300  3041.6900  3051.9400\n",
      "2010-03-01    3051.94  3057.0100  3093.0900  3054.5500  3087.8400\n",
      "2010-03-02    3087.84  3089.7100  3095.9900  3060.9600  3073.1100\n",
      "2010-03-03    3073.11  3074.1000  3098.4600  3061.4700  3097.0100\n",
      "2010-03-04    3097.01  3098.0700  3102.4000  3016.2200  3023.3700\n",
      "2010-03-05    3023.37  3026.6400  3044.1600  3011.0900  3031.0700\n",
      "2010-03-08    3031.07  3036.4100  3058.8300  3030.9100  3053.2300\n",
      "2010-03-09    3053.23  3053.2600  3084.8500  3028.6900  3069.1400\n",
      "2010-03-10    3069.14  3067.1500  3085.9900  3034.7400  3048.9300\n",
      "2010-03-11    3048.93  3050.6400  3070.9300  3025.3100  3051.2800\n",
      "2010-03-12    3051.28  3051.4700  3057.5200  3011.9700  3013.4100\n",
      "2010-03-15    3013.41  3010.7200  3013.5200  2963.4900  2976.9400\n",
      "2010-03-16    2976.94  2974.4900  2993.8400  2963.4400  2992.8400\n",
      "2010-03-17    2992.84  2999.8200  3050.7600  2994.8900  3050.4800\n",
      "2010-03-18    3050.48  3053.1600  3063.5900  3035.0200  3046.0900\n",
      "2010-03-19    3046.09  3046.7500  3069.6600  3031.0200  3067.7500\n",
      "2010-03-22    3067.75  3069.6600  3083.3400  3061.7600  3074.5800\n",
      "2010-03-23    3074.58  3076.9600  3082.9700  3051.2100  3053.1300\n",
      "2010-03-24    3053.13  3058.9300  3076.7500  3052.2100  3056.8100\n",
      "2010-03-25    3056.81  3051.3600  3051.3600  3012.3100  3019.1800\n",
      "2010-03-26    3019.18  3017.2200  3067.7100  3009.9100  3059.7200\n",
      "2010-03-29    3059.72  3076.0500  3130.2800  3071.6900  3123.8000\n",
      "2010-03-30     3123.8  3123.8300  3132.5800  3113.7700  3128.4700\n",
      "2010-03-31    3128.47  3129.5700  3130.1100  3101.7600  3109.1100\n",
      "2010-04-01    3109.11  3111.9300  3148.3400  3111.9300  3147.4200\n",
      "2010-04-02    3147.42  3154.7700  3159.6000  3141.8700  3157.9600\n",
      "2010-04-06    3157.96  3170.6100  3177.9700  3141.9300  3158.6800\n",
      "2010-04-07    3158.68  3156.3100  3161.0800  3132.2400  3148.2200\n",
      "2010-04-08    3148.22  3143.4500  3143.8300  3110.2600  3118.7100\n",
      "2010-04-09    3118.71  3118.9300  3146.4600  3114.7900  3145.3500\n",
      "2010-04-12    3145.35  3151.8900  3156.2100  3111.9000  3129.2600\n",
      "2010-04-13    3129.26  3129.6900  3173.6300  3101.4800  3161.2500\n",
      "2010-04-14    3161.25  3161.5500  3167.6600  3145.5500  3166.1800\n",
      "2010-04-15    3166.18  3168.1400  3181.6600  3135.9900  3164.9700\n",
      "2010-04-16    3164.97  3159.6700  3159.6700  3121.3700  3130.3000\n",
      "2010-04-19     3130.3  3096.7800  3096.7800  2977.7700  2980.3000\n",
      "2010-04-20     2980.3  2980.0800  2998.9100  2941.3500  2979.5300\n",
      "2010-04-21    2979.53  2984.6200  3034.3300  2972.1000  3033.2800\n",
      "2010-04-22    3033.28  3021.2900  3023.6400  2978.4600  2999.4800\n",
      "2010-04-23    2999.48  2995.5700  3015.6300  2966.7800  2983.5400\n",
      "2010-04-26    2983.54  2988.0800  2996.8300  2965.8300  2969.5000\n",
      "2010-04-27     2969.5  2962.1400  2962.1400  2866.3400  2907.9300\n",
      "2010-04-28    2907.93  2883.1700  2916.6800  2865.4700  2900.3300\n",
      "2010-04-29    2900.33  2912.2000  2928.9300  2867.9400  2868.4300\n",
      "2010-04-30    2868.43  2867.6500  2875.8100  2820.9500  2870.6100\n",
      "2010-05-04    2870.61  2821.3500  2862.5500  2809.1300  2835.2800\n",
      "2010-05-05    2835.28  2804.5100  2857.2900  2770.3300  2857.1500\n",
      "2010-05-06    2857.15  2838.9500  2838.9500  2735.0000  2739.7000\n",
      "2010-05-07     2739.7  2685.9900  2732.1800  2665.8100  2688.3800\n",
      "2010-05-10    2688.38  2690.8600  2713.0600  2646.5900  2698.7600\n",
      "2010-05-11    2698.76  2745.6000  2751.0700  2638.5300  2647.5700\n",
      "2010-05-12    2647.57  2628.0200  2668.1200  2604.2000  2655.7100\n",
      "2010-05-13    2655.71  2653.5800  2711.0700  2646.9000  2710.5100\n",
      "2010-05-14    2710.51  2692.1000  2712.8600  2677.1900  2696.6300\n",
      "2010-05-17    2696.63  2663.8800  2663.8800  2557.2400  2559.9300\n",
      "2010-05-18    2559.93  2555.1400  2603.3200  2529.6300  2594.7800\n",
      "2010-05-19    2594.78  2581.6300  2623.9600  2554.9800  2587.8100\n",
      "2010-05-20    2587.81  2571.5400  2609.6400  2551.4500  2555.9400\n",
      "2010-05-21    2555.94  2492.5700  2584.4500  2481.9700  2583.5200\n",
      "2010-05-24    2583.52  2596.3200  2680.4900  2596.3200  2673.4200\n",
      "2010-05-25    2673.42  2654.3600  2659.7400  2609.0900  2622.6300\n",
      "2010-05-26    2622.63  2620.8500  2644.9400  2610.5100  2625.7900\n",
      "2010-05-27    2625.79  2615.1100  2662.0800  2583.5500  2655.9200\n",
      "2010-05-28    2655.92  2680.4000  2686.5400  2641.4100  2655.7700\n",
      "2010-05-31    2655.77  2647.8700  2665.3900  2591.5300  2592.1500\n",
      "2010-06-01    2592.15  2577.7600  2598.9000  2534.2700  2568.2800\n",
      "2010-06-02    2568.28  2548.5400  2572.3400  2521.0600  2571.4200\n",
      "2010-06-03    2571.42  2575.7700  2596.1400  2551.5300  2552.6600\n",
      "2010-06-04    2552.66  2536.2300  2556.9700  2527.8700  2553.5900\n",
      "2010-06-07    2553.59  2508.3300  2527.1000  2491.6600  2511.7300\n",
      "2010-06-08    2511.73  2510.0800  2531.8800  2491.6500  2513.9500\n",
      "2010-06-09    2513.95  2523.8800  2589.4700  2501.1200  2583.8700\n",
      "2010-06-10    2583.87  2561.5500  2581.0500  2554.7900  2562.5800\n",
      "2010-06-11    2562.58  2574.9000  2590.9800  2566.6200  2569.9400\n",
      "2010-06-17    2569.94  2588.9700  2595.5100  2559.7200  2560.2400\n",
      "2010-06-18    2560.24  2556.6000  2568.8600  2505.3300  2513.2200\n",
      "2010-06-21    2513.22  2517.2900  2587.3400  2504.3200  2586.2100\n",
      "2010-06-22    2586.21  2579.6300  2598.3500  2572.9600  2588.7000\n",
      "2010-06-23     2588.7  2576.3400  2593.6700  2546.5200  2569.8700\n",
      "2010-06-24    2569.87  2563.6400  2586.9000  2554.3400  2566.7400\n",
      "2010-06-25    2566.74  2556.5400  2572.8300  2534.2700  2552.8200\n",
      "2010-06-28    2552.82  2550.6500  2561.4900  2528.3900  2535.2800\n",
      "2010-06-29    2535.28  2534.5000  2541.1400  2425.9300  2427.0500\n",
      "2010-06-30    2427.05  2409.5400  2411.4400  2382.3600  2398.3700\n",
      "2010-07-01    2398.37  2393.9500  2410.7700  2371.7800  2373.7900\n",
      "2010-07-02    2373.79  2371.3200  2386.4000  2319.7400  2382.9000\n",
      "2010-07-05     2382.9  2358.7600  2378.0900  2335.5700  2363.9500\n",
      "2010-07-06    2363.95  2358.2800  2409.7800  2356.5500  2409.4200\n",
      "2010-07-07    2409.42  2407.6600  2421.6800  2392.5700  2421.1200\n",
      "2010-07-08    2421.12  2429.6800  2436.2800  2402.0000  2415.1500\n",
      "2010-07-09    2415.15  2416.5800  2485.6000  2398.6800  2470.9200\n",
      "2010-07-12    2470.92  2468.5400  2501.0200  2455.8100  2490.7200\n",
      "2010-07-13    2490.72  2468.6900  2468.6900  2439.2400  2450.2900\n",
      "2010-07-14    2450.29  2456.1000  2494.5900  2456.1000  2470.4400\n",
      "2010-07-15    2470.44  2465.9900  2487.2400  2423.6500  2424.3000\n",
      "2010-07-16     2424.3  2414.6800  2428.4600  2389.0700  2424.2700\n",
      "2010-07-19    2424.27  2399.5800  2484.1900  2392.2700  2475.4200\n",
      "2010-07-20    2475.42  2477.7500  2530.3300  2477.4600  2528.7300\n",
      "2010-07-21    2528.73  2529.6200  2553.4500  2520.1500  2535.3900\n",
      "2010-07-22    2535.39  2525.9800  2563.2400  2522.2000  2562.4100\n",
      "2010-07-23    2562.41  2566.8500  2579.5200  2549.2400  2572.0300\n",
      "2010-07-26    2572.03  2576.3700  2589.4800  2556.4700  2588.6800\n",
      "2010-07-27    2588.68  2581.5900  2588.0000  2565.6400  2575.3700\n",
      "2010-07-28    2575.37  2574.3200  2636.0000  2564.1600  2633.6600\n",
      "2010-07-29    2633.66  2635.0500  2656.4100  2623.9400  2648.1200\n",
      "2010-07-30    2648.12  2642.8500  2643.0300  2614.7300  2637.5000\n",
      "2010-08-02     2637.5  2635.8100  2675.7600  2633.6500  2672.5200\n",
      "2010-08-03    2672.52  2678.7900  2681.7900  2626.7200  2627.0000\n",
      "2010-08-04       2627  2620.5000  2638.9000  2589.9900  2638.5200\n",
      "2010-08-05    2638.52  2636.2400  2640.5900  2606.6200  2620.7600\n",
      "2010-08-06    2620.76  2618.7100  2659.4100  2598.9100  2658.3900\n",
      "2010-08-09    2658.39  2656.3600  2676.0900  2650.4000  2672.5300\n",
      "2010-08-10    2672.53  2672.7900  2675.3100  2594.3400  2595.2700\n",
      "2010-08-11    2595.27  2587.6100  2618.4500  2586.0200  2607.5000\n",
      "2010-08-12     2607.5  2584.9200  2608.7600  2570.9600  2575.4700\n",
      "2010-08-13    2575.47  2576.6900  2607.0300  2564.8400  2606.7000\n",
      "2010-08-16     2606.7  2603.7900  2665.3100  2596.7700  2661.7100\n",
      "2010-08-17    2661.71  2663.1800  2677.5700  2654.0100  2671.8900\n",
      "2010-08-18    2671.89  2674.5000  2687.7600  2654.4100  2666.3000\n",
      "2010-08-19     2666.3  2669.4300  2701.9300  2659.3000  2687.9800\n",
      "2010-08-20    2687.98  2677.0200  2683.2900  2636.9100  2642.3100\n",
      "2010-08-23    2642.31  2637.8200  2656.1200  2629.7100  2639.3700\n",
      "2010-08-24    2639.37  2636.5300  2667.1700  2614.5600  2650.3100\n",
      "2010-08-25    2650.31  2634.9500  2645.5000  2595.7300  2596.5800\n",
      "2010-08-26    2596.58  2604.8800  2616.9600  2590.6100  2603.4800\n",
      "2010-08-27    2603.48  2602.5000  2613.4900  2588.6400  2610.7400\n",
      "2010-08-30    2610.74  2622.2700  2656.3600  2620.1900  2652.6600\n",
      "2010-08-31    2652.66  2644.7900  2647.2500  2626.7900  2638.8000\n",
      "2010-09-01     2638.8  2641.0500  2662.8800  2604.4900  2622.8800\n",
      "2010-09-02    2622.88  2646.8900  2659.9800  2636.4200  2655.7800\n",
      "2010-09-03    2655.78  2658.1300  2660.5400  2631.8500  2655.3900\n",
      "2010-09-06    2655.39  2667.2000  2698.6000  2664.2400  2696.2500\n",
      "2010-09-07    2696.25  2698.2200  2704.9300  2679.0200  2698.3600\n",
      "2010-09-08    2698.36  2687.7100  2695.8400  2674.3200  2695.2900\n",
      "2010-09-09    2695.29  2698.6400  2698.6400  2651.6000  2656.3500\n",
      "2010-09-10    2656.35  2657.2400  2667.8400  2628.8300  2663.2100\n",
      "2010-09-13    2663.21  2665.6600  2696.6700  2660.6100  2688.3200\n",
      "2010-09-14    2688.32  2694.0700  2703.7800  2678.9700  2688.5200\n",
      "2010-09-15    2688.52  2688.3900  2688.4900  2645.8600  2652.5000\n",
      "2010-09-16     2652.5  2646.9200  2653.2700  2583.3400  2602.4700\n",
      "2010-09-17    2602.47  2607.5500  2615.0800  2592.5300  2598.6900\n",
      "2010-09-20    2598.69  2601.4800  2607.3500  2573.6300  2588.7100\n",
      "2010-09-21    2588.71  2593.7600  2601.1000  2580.1800  2591.5500\n",
      "2010-09-27    2591.55  2600.5400  2629.0500  2597.1400  2627.9700\n",
      "2010-09-28    2627.97  2625.3300  2625.3300  2607.0200  2611.3500\n",
      "2010-09-29    2611.35  2608.9200  2634.1200  2603.9300  2610.6800\n",
      "2010-09-30    2610.68  2599.7200  2656.0000  2597.6000  2655.6600\n",
      "2010-10-08    2655.66  2681.2500  2747.8000  2677.9900  2738.7400\n",
      "2010-10-11    2738.74  2755.0300  2823.6000  2755.0300  2806.9400\n",
      "2010-10-12    2806.94  2795.7600  2843.4300  2782.3400  2841.4100\n",
      "2010-10-13    2841.41  2842.1400  2862.0300  2826.2200  2861.3600\n",
      "2010-10-14    2861.36  2881.5500  2919.4100  2864.5200  2879.6400\n",
      "2010-10-15    2879.64  2863.7400  2971.1600  2858.2200  2971.1600\n",
      "2010-10-18    2971.16  2985.4600  3026.1000  2944.7200  2955.2300\n",
      "2010-10-19    2955.23  2949.6300  3002.3700  2931.9100  3001.8500\n",
      "2010-10-20    3001.85  2947.5100  3041.1500  2942.5100  3003.9500\n",
      "2010-10-21    3003.95  3009.2200  3018.2400  2958.5500  2983.5300\n",
      "2010-10-22    2983.53  2976.7500  2997.6200  2954.6200  2975.0400\n",
      "2010-10-25    2975.04  2979.7100  3051.5400  2959.3000  3051.4200\n",
      "2010-10-26    3051.42  3065.8400  3073.3800  3017.8200  3041.5400\n",
      "2010-10-27    3041.54  3031.6400  3056.4000  2988.8700  2997.0500\n",
      "2010-10-28    2997.05  2989.2900  3007.0100  2969.3000  2992.5800\n",
      "2010-10-29    2992.58  2993.3000  2996.7700  2955.4800  2978.8400\n",
      "2010-11-01    2978.84  2986.8900  3054.0500  2986.8900  3054.0200\n",
      "2010-11-02    3054.02  3061.6300  3089.5700  3029.3200  3045.4300\n",
      "2010-11-03    3045.43  3044.0200  3069.0700  3017.1000  3030.9900\n",
      "2010-11-04    3030.99  3035.3700  3087.4200  3035.3700  3086.9400\n",
      "2010-11-05    3086.94  3129.8700  3142.5900  3105.9200  3129.5000\n",
      "2010-11-08     3129.5  3140.3900  3160.7000  3124.0900  3159.5100\n",
      "2010-11-09    3159.51  3159.0200  3159.0200  3110.3400  3135.0000\n",
      "2010-11-10       3135  3120.4400  3124.2600  3093.8800  3115.3600\n",
      "2010-11-11    3115.36  3108.5100  3186.7200  3102.7700  3147.7400\n",
      "2010-11-12    3147.74  3121.9200  3150.1500  2975.1600  2985.4300\n",
      "2010-11-15    2985.43  2984.8700  3016.1300  2939.6800  3014.4100\n",
      "2010-11-16    3014.41  3007.6400  3007.6400  2885.7500  2894.5400\n",
      "2010-11-17    2894.54  2852.4800  2891.0500  2824.1200  2838.8600\n",
      "2010-11-18    2838.86  2855.6100  2873.7000  2827.1800  2865.4500\n",
      "2010-11-19    2865.45  2879.6600  2888.7500  2806.6400  2888.5700\n",
      "2010-11-22    2888.57  2861.6100  2904.9700  2852.7700  2884.3700\n",
      "2010-11-23    2884.37  2872.1700  2872.1700  2791.5800  2828.2800\n",
      "2010-11-24    2828.28  2794.8600  2861.4900  2794.8600  2859.9400\n",
      "2010-11-25    2859.94  2875.8600  2901.6800  2856.9600  2898.2600\n",
      "2010-11-26    2898.26  2890.2900  2894.4200  2851.9600  2871.7000\n",
      "2010-11-29     2871.7  2861.1500  2878.8300  2841.8000  2866.3600\n",
      "2010-11-30    2866.36  2863.4100  2881.1600  2758.9200  2820.1800\n",
      "2010-12-01    2820.18  2810.5400  2834.2000  2795.8100  2823.4500\n",
      "2010-12-02    2823.45  2860.4600  2870.8100  2841.4700  2843.6100\n",
      "2010-12-03    2843.61  2846.7200  2853.4000  2822.7400  2842.4300\n",
      "2010-12-06    2842.43  2850.3800  2871.4100  2831.7000  2857.1800\n",
      "2010-12-07    2857.18  2843.7700  2884.5300  2809.1100  2875.8600\n",
      "2010-12-08    2875.86  2868.7300  2880.5600  2843.9400  2848.5500\n",
      "2010-12-09    2848.55  2837.6100  2854.7000  2808.5100  2810.9500\n",
      "2010-12-10    2810.95  2798.7400  2850.4200  2792.5200  2841.0400\n",
      "2010-12-13    2841.04  2850.3200  2923.7700  2847.6600  2922.9500\n",
      "2010-12-14    2922.95  2928.3000  2933.4100  2912.4200  2927.0800\n",
      "2010-12-15    2927.08  2927.2600  2939.0500  2905.6500  2911.4100\n",
      "2010-12-16    2911.41  2908.8600  2921.2800  2891.8600  2898.1400\n",
      "2010-12-17    2898.14  2896.7700  2898.8100  2881.0000  2893.7400\n",
      "2010-12-20    2893.74  2901.4700  2911.5600  2804.5600  2852.9200\n",
      "2010-12-21    2852.92  2857.5900  2908.1700  2846.6300  2904.1100\n",
      "2010-12-22    2904.11  2910.7300  2917.2000  2867.0500  2877.9000\n",
      "2010-12-23     2877.9  2874.2000  2893.7100  2849.8400  2855.2200\n",
      "2010-12-24    2855.22  2841.3500  2853.4900  2813.5000  2835.1600\n",
      "2010-12-27    2835.16  2842.8100  2876.8100  2774.5400  2781.4000\n",
      "2010-12-28     2781.4  2768.0300  2775.1500  2730.4100  2732.9900\n",
      "2010-12-29    2732.99  2735.4800  2753.0300  2721.4800  2751.5300\n",
      "2010-12-30    2751.53  2751.9700  2768.1300  2724.5400  2759.5700\n",
      "2010-12-31    2759.57  2759.1600  2808.9300  2758.1300  2808.0800\n",
      "2011-01-04    2808.08  2825.3300  2855.4000  2810.1100  2852.6500\n",
      "2011-01-05    2852.65  2833.1200  2850.4900  2824.3000  2838.5900\n",
      "2011-01-06    2838.59  2838.4300  2853.8800  2816.9500  2824.2000\n",
      "2011-01-07     2824.2  2820.6600  2868.0100  2807.8700  2838.8000\n",
      "2011-01-10     2838.8  2832.6200  2847.3600  2786.8600  2791.8100\n",
      "2011-01-11    2791.81  2783.4800  2810.7600  2770.3400  2804.0500\n",
      "2011-01-12    2804.05  2811.7800  2828.4700  2788.1300  2821.3000\n",
      "2011-01-13     2821.3  2830.5300  2837.5300  2810.8700  2827.7100\n",
      "2011-01-14    2827.71  2817.0500  2817.0500  2780.4400  2791.3400\n",
      "2011-01-17    2791.34  2772.4500  2780.9400  2698.7800  2706.6600\n",
      "2011-01-18    2706.66  2696.1500  2715.4100  2683.3700  2708.9800\n",
      "2011-01-19    2708.98  2707.8200  2759.6000  2700.8100  2758.1000\n",
      "2011-01-20     2758.1  2752.8000  2752.8000  2676.1300  2677.6500\n",
      "2011-01-21    2677.65  2668.6800  2746.1800  2667.2900  2715.2900\n",
      "2011-01-24    2715.29  2716.5200  2736.1100  2690.6500  2695.7200\n",
      "2011-01-25    2695.72  2691.6900  2701.0400  2661.4500  2677.4300\n",
      "2011-01-26    2677.43  2677.1700  2710.7400  2676.7700  2708.8100\n",
      "2011-01-27    2708.81  2690.8200  2753.0000  2677.2100  2749.1500\n",
      "2011-01-28    2749.15  2741.3100  2759.4400  2733.2900  2752.7500\n",
      "2011-01-31    2752.75  2751.5300  2790.9200  2748.5400  2790.6900\n",
      "2011-02-01    2790.69  2795.0700  2805.0500  2785.3000  2798.9600\n",
      "2011-02-09    2798.96  2778.7000  2804.2100  2764.8700  2774.0700\n",
      "2011-02-10    2774.07  2769.6500  2819.0600  2760.1800  2818.1600\n",
      "2011-02-11    2818.16  2815.1200  2835.4100  2807.6100  2827.3300\n",
      "2011-02-14    2827.33  2828.5700  2906.2600  2828.5700  2899.1300\n",
      "2011-02-15    2899.13  2900.4300  2934.4700  2892.6400  2899.2400\n",
      "2011-02-16    2899.24  2893.6800  2924.1900  2882.5500  2923.9000\n",
      "2011-02-17     2923.9  2929.2600  2939.2800  2905.0300  2926.9600\n",
      "2011-02-18    2926.96  2924.2300  2924.2300  2890.2600  2899.7900\n",
      "2011-02-21    2899.79  2886.5400  2932.8200  2884.1900  2932.2500\n",
      "2011-02-22    2932.25  2941.3200  2944.4100  2851.6200  2855.5200\n",
      "2011-02-23    2855.52  2844.9900  2868.4800  2839.2000  2862.6300\n",
      "2011-02-24    2862.63  2861.3900  2881.5400  2854.5600  2878.6000\n",
      "2011-02-25     2878.6  2876.7800  2890.3200  2848.6500  2878.5700\n",
      "2011-02-28    2878.57  2880.1700  2906.1700  2861.8200  2905.0500\n",
      "2011-03-01    2905.05  2906.2800  2931.5800  2901.5500  2918.9200\n",
      "2011-03-02    2918.92  2905.5100  2924.9600  2883.5700  2913.8100\n",
      "2011-03-03    2913.81  2918.7300  2937.5600  2900.7600  2902.9800\n",
      "2011-03-04    2902.98  2902.1900  2944.4600  2898.0800  2942.3100\n",
      "2011-03-07    2942.31  2952.7200  3000.4300  2952.7200  2996.2100\n",
      "2011-03-08    2996.21  2996.7300  3001.6200  2976.6000  2999.9400\n",
      "2011-03-09    2999.94  3002.5500  3012.0400  2989.3400  3002.1500\n",
      "2011-03-10    3002.15  2995.7700  2995.7700  2954.3700  2957.1400\n",
      "2011-03-11    2957.14  2942.4200  2966.9800  2927.6800  2933.8000\n",
      "2011-03-14     2933.8  2923.9800  2939.6500  2914.4600  2937.6300\n",
      "2011-03-15    2937.63  2927.9800  2927.9800  2850.9500  2896.2600\n",
      "2011-03-16    2896.26  2894.2500  2934.0200  2894.2500  2930.8000\n",
      "2011-03-17     2930.8  2906.9500  2935.6300  2885.6500  2897.3000\n",
      "2011-03-18     2897.3  2920.8100  2930.6100  2900.8700  2906.8900\n",
      "2011-03-21    2906.89  2913.9100  2927.0700  2895.1500  2909.1400\n",
      "2011-03-22    2909.14  2917.6900  2923.3900  2884.7500  2919.1400\n",
      "2011-03-23    2919.14  2919.0200  2950.4200  2911.6300  2948.4800\n",
      "2011-03-24    2948.48  2949.8500  2958.6600  2942.1300  2946.7100\n",
      "2011-03-25    2946.71  2948.5400  2985.0800  2946.7000  2977.8100\n",
      "2011-03-28    2977.81  2985.3600  3005.7800  2979.2000  2984.0100\n",
      "2011-03-29    2984.01  2979.8600  2994.1700  2953.5400  2958.0800\n",
      "2011-03-30    2958.08  2955.4500  2968.1800  2935.7500  2955.7700\n",
      "2011-03-31    2955.77  2954.6500  2961.6300  2914.3800  2928.1100\n",
      "2011-04-01    2928.11  2932.4800  2967.8500  2924.3900  2967.4100\n",
      "2011-04-06    2967.41  2964.2100  3005.2400  2963.9000  3001.3600\n",
      "2011-04-07    3001.36  3003.2000  3012.2900  2990.3100  3007.9100\n",
      "2011-04-08    3007.91  3005.3700  3031.1000  2998.3400  3030.0200\n",
      "2011-04-11    3030.02  3037.9100  3059.5700  3019.8900  3022.7500\n",
      "2011-04-12    3022.75  3012.8000  3039.1200  3003.4500  3021.3700\n",
      "2011-04-13    3021.37  3006.8300  3050.4000  2994.4700  3050.4000\n",
      "2011-04-14     3050.4  3049.6700  3058.2400  3036.7300  3042.6400\n",
      "2011-04-15    3042.64  3036.3400  3062.5300  3020.1600  3050.5300\n",
      "2011-04-18    3050.53  3040.5300  3067.4600  3037.1900  3057.3300\n",
      "2011-04-19    3057.33  3038.8100  3038.8100  2996.2200  2999.0400\n",
      "2011-04-20    2999.04  3005.9700  3019.1200  2992.6700  3007.0400\n",
      "2011-04-21    3007.04  3021.7700  3035.4700  3012.5400  3026.6700\n",
      "2011-04-22    3026.67  3025.7000  3032.9700  3004.4700  3010.5200\n",
      "2011-04-25    3010.52  3003.0300  3003.6100  2964.6400  2964.9500\n",
      "2011-04-26    2964.95  2956.9500  2970.2800  2931.5000  2938.9800\n",
      "2011-04-27    2938.98  2946.3300  2961.1300  2907.6600  2925.4100\n",
      "2011-04-28    2925.41  2937.9500  2953.1900  2884.8400  2887.0400\n",
      "2011-04-29    2887.04  2886.6300  2913.5600  2871.0100  2911.5100\n",
      "2011-05-03    2911.51  2911.5100  2933.4600  2890.2200  2932.1900\n",
      "2011-05-04    2932.19  2916.8400  2916.9700  2860.0700  2866.0200\n",
      "2011-05-05    2866.02  2854.7700  2880.1300  2849.9100  2872.4000\n",
      "2011-05-06     2872.4  2842.7600  2881.7100  2834.4600  2863.8900\n",
      "2011-05-09    2863.89  2868.2400  2885.1800  2861.4200  2872.4600\n",
      "2011-05-10    2872.46  2876.9800  2891.0300  2865.1000  2890.6300\n",
      "2011-05-11    2890.63  2890.3500  2897.1400  2868.3500  2883.4200\n",
      "2011-05-12    2883.42  2864.9800  2876.4500  2843.1000  2844.0800\n",
      "2011-05-13    2844.08  2846.3100  2871.9900  2832.2500  2871.0300\n",
      "2011-05-16    2871.03  2864.3800  2877.0900  2846.3100  2849.0700\n",
      "2011-05-17    2849.07  2846.4500  2869.2300  2821.2000  2852.7700\n",
      "2011-05-18    2852.77  2846.7200  2877.4300  2843.6800  2872.7700\n",
      "2011-05-19    2872.77  2879.3900  2884.1400  2856.8300  2859.5700\n",
      "2011-05-20    2859.57  2858.3100  2866.7600  2850.4500  2858.4600\n",
      "2011-05-23    2858.46  2853.2900  2853.2900  2771.1200  2774.5700\n",
      "2011-05-24    2774.57  2766.0600  2771.7500  2744.7800  2767.0600\n",
      "2011-05-25    2767.06  2764.5600  2771.1800  2737.3300  2741.7400\n",
      "2011-05-26    2741.74  2755.3900  2764.8900  2734.5400  2736.5300\n",
      "2011-05-27    2736.53  2739.3900  2746.8400  2708.5500  2709.9500\n",
      "2011-05-30    2709.95  2704.4900  2728.0600  2689.2100  2706.3600\n",
      "2011-05-31    2706.36  2707.5600  2744.9300  2702.0900  2743.4700\n",
      "2011-06-01    2743.47  2737.0600  2744.5600  2726.4900  2743.5700\n",
      "2011-06-02    2743.57  2715.3200  2727.9900  2676.5400  2705.1800\n",
      "2011-06-03    2705.18  2701.7700  2732.4300  2701.2500  2728.0200\n",
      "2011-06-07    2728.02  2720.9700  2745.7700  2717.3100  2744.3000\n",
      "2011-06-08     2744.3  2742.0400  2754.1200  2715.2500  2750.2900\n",
      "2011-06-09    2750.29  2743.5400  2747.3300  2702.7000  2703.3400\n",
      "2011-06-10    2703.34  2696.1300  2707.7400  2672.3200  2705.1400\n",
      "2011-06-13    2705.14  2687.6500  2703.4200  2669.3900  2700.3800\n",
      "2011-06-14    2700.38  2696.2200  2735.5500  2691.6700  2730.0400\n",
      "2011-06-15    2730.04  2717.6800  2730.4800  2705.0700  2705.4300\n",
      "2011-06-16    2705.43  2685.6300  2691.9400  2663.1200  2664.2800\n",
      "2011-06-17    2664.28  2661.4100  2675.0300  2641.3900  2642.8200\n",
      "2011-06-20    2642.82  2635.8300  2637.8800  2610.9900  2621.2500\n",
      "2011-06-21    2621.25  2628.0200  2648.0200  2618.8100  2646.4800\n",
      "2011-06-22    2646.48  2648.5300  2657.7200  2633.4700  2649.3200\n",
      "2011-06-23    2649.32  2640.6600  2693.4200  2630.3400  2688.2500\n",
      "2011-06-24    2688.25  2678.0500  2759.7100  2674.3000  2746.2100\n",
      "2011-06-27    2746.21  2746.7900  2769.0400  2743.5000  2758.2300\n",
      "2011-06-28    2758.23  2759.7100  2763.2800  2736.4000  2759.2000\n",
      "2011-06-29     2759.2  2757.4000  2759.2300  2727.2500  2728.4800\n",
      "2011-06-30    2728.48  2729.9900  2774.3600  2729.9900  2762.0800\n",
      "2011-07-01    2762.08  2767.8300  2778.6700  2752.9700  2759.3600\n",
      "2011-07-04    2759.36  2770.9400  2813.2700  2770.9400  2812.8200\n",
      "2011-07-05    2812.82  2812.7200  2818.1400  2799.1100  2816.3600\n",
      "2011-07-06    2816.36  2811.8200  2811.8200  2780.7300  2810.4800\n",
      "2011-07-07    2810.48  2813.1900  2825.1200  2793.8900  2794.2700\n",
      "2011-07-08    2794.27  2797.0300  2807.3800  2784.1300  2797.7700\n",
      "2011-07-11    2797.77  2789.4500  2807.3200  2780.6600  2802.6900\n",
      "2011-07-12    2802.69  2783.7200  2783.7200  2752.1900  2754.5800\n",
      "2011-07-13    2754.58  2756.0300  2797.2700  2756.0300  2795.4800\n",
      "2011-07-14    2795.48  2798.2100  2811.7000  2788.9800  2810.4400\n",
      "2011-07-15    2810.44  2803.5900  2821.3400  2794.1600  2820.1700\n",
      "2011-07-18    2820.17  2821.3600  2826.9600  2807.1100  2816.6900\n",
      "2011-07-19    2816.69  2804.9200  2809.3200  2790.6800  2796.9800\n",
      "2011-07-20    2796.98  2810.4400  2817.2900  2779.3800  2794.2100\n",
      "2011-07-21    2794.21  2795.9000  2799.8500  2763.4200  2765.8900\n",
      "2011-07-22    2765.89  2769.8600  2782.1700  2763.8000  2770.7900\n",
      "2011-07-25    2770.79  2759.6300  2759.6300  2680.7500  2688.7500\n",
      "2011-07-26    2688.75  2685.7500  2704.9400  2677.1200  2703.0300\n",
      "2011-07-27    2703.03  2690.1400  2726.8000  2680.4300  2723.4900\n",
      "2011-07-28    2723.49  2701.7700  2712.0900  2684.6600  2708.7800\n",
      "2011-07-29    2708.78  2706.5000  2721.5300  2681.2700  2701.7300\n",
      "2011-08-01    2701.73  2697.5800  2712.8900  2688.5300  2703.7800\n",
      "2011-08-02    2703.78  2689.9700  2689.9700  2651.2800  2679.2600\n",
      "2011-08-03    2679.26  2659.1200  2688.0700  2654.3600  2678.4900\n",
      "2011-08-04    2678.49  2683.1900  2698.8200  2675.5300  2684.0400\n",
      "2011-08-05    2684.04  2620.2800  2644.5800  2605.1400  2626.4200\n",
      "2011-08-08    2626.42  2599.2900  2614.1900  2497.9200  2526.8200\n",
      "2011-08-09    2526.82  2468.0300  2537.4100  2437.6800  2526.0700\n",
      "2011-08-10    2526.07  2562.3900  2579.1600  2544.9500  2549.1800\n",
      "2011-08-11    2549.18  2508.8600  2582.1600  2505.0100  2581.5100\n",
      "2011-08-12    2581.51  2593.4000  2605.4500  2585.8500  2593.1700\n",
      "2011-08-15    2593.17  2598.1400  2627.1000  2584.4100  2626.7700\n",
      "2011-08-16    2626.77  2627.8500  2636.3600  2601.5000  2608.1700\n",
      "2011-08-17    2608.17  2603.9600  2617.1700  2596.0400  2601.2600\n",
      "2011-08-18    2601.26  2601.9900  2603.4900  2556.8600  2559.4700\n",
      "2011-08-19    2559.47  2519.6500  2538.2700  2513.7500  2534.3600\n",
      "2011-08-22    2534.36  2534.5700  2553.4200  2507.7800  2515.8600\n",
      "2011-08-23    2515.86  2524.8800  2554.1800  2514.9500  2554.0200\n",
      "2011-08-24    2554.02  2562.4100  2569.2800  2536.2600  2541.0900\n",
      "2011-08-25    2541.09  2546.4000  2616.3000  2545.0500  2615.2600\n",
      "2011-08-26    2615.26  2602.2100  2616.6400  2593.2400  2612.1900\n",
      "2011-08-29    2612.19  2595.4700  2595.4700  2570.8400  2576.4100\n",
      "2011-08-30    2576.41  2592.6000  2615.1400  2563.6900  2566.6000\n",
      "2011-08-31     2566.6  2566.5300  2574.4200  2545.1000  2567.3400\n",
      "2011-09-01    2567.34  2569.8000  2584.8000  2547.8600  2556.0400\n",
      "2011-09-02    2556.04  2551.5600  2557.3100  2517.6200  2528.2800\n",
      "2011-09-05    2528.28  2510.1000  2510.1000  2478.2000  2478.7400\n",
      "2011-09-06    2478.74  2465.5700  2482.2400  2459.5400  2470.5200\n",
      "2011-09-07    2470.52  2480.9400  2516.7500  2475.2200  2516.0900\n",
      "2011-09-08    2516.09  2523.9600  2524.3800  2498.1100  2498.9400\n",
      "2011-09-09    2498.94  2506.9700  2528.4200  2487.1500  2497.7500\n",
      "2011-09-13    2497.75  2467.7300  2477.0800  2453.8000  2471.3100\n",
      "2011-09-14    2471.31  2478.5900  2485.9300  2439.3700  2484.8300\n",
      "2011-09-15    2484.83  2482.8600  2496.5700  2477.6500  2479.0600\n",
      "2011-09-16    2479.06  2490.1800  2499.4800  2475.7600  2482.3400\n",
      "2011-09-19    2482.34  2469.6000  2469.6000  2437.1700  2437.8000\n",
      "2011-09-20     2437.8  2433.7200  2460.0300  2426.7000  2447.7600\n",
      "2011-09-21    2447.76  2450.1200  2517.6700  2438.8500  2512.9600\n",
      "2011-09-22    2512.96  2491.2100  2499.9800  2442.4600  2443.0600\n",
      "2011-09-23    2443.06  2411.8300  2440.7500  2400.1400  2433.1600\n",
      "2011-09-26    2433.16  2416.2300  2441.7300  2384.6400  2393.1800\n",
      "2011-09-27    2393.18  2410.9900  2423.9100  2395.1600  2415.0500\n",
      "2011-09-28    2415.05  2427.2900  2430.2700  2383.4000  2392.0600\n",
      "2011-09-29    2392.06  2378.4200  2387.5400  2358.5700  2365.3400\n",
      "2011-09-30    2365.34  2368.4000  2377.5400  2348.2200  2359.2200\n",
      "2011-10-10    2359.22  2363.0800  2368.1500  2338.6900  2344.7900\n",
      "2011-10-11    2344.79  2401.7400  2412.3800  2323.4100  2348.5200\n",
      "2011-10-12    2348.52  2335.4900  2421.6900  2318.6300  2420.0000\n",
      "2011-10-13       2420  2412.8300  2439.6400  2406.2800  2438.7900\n",
      "2011-10-14    2438.79  2429.8900  2437.5900  2409.2900  2431.3800\n",
      "2011-10-17    2431.38  2434.4900  2452.9900  2424.7300  2440.4000\n",
      "2011-10-18     2440.4  2423.2800  2425.6500  2378.6700  2383.4900\n",
      "2011-10-19    2383.49  2387.8300  2401.6900  2374.4200  2377.5100\n",
      "2011-10-20    2377.51  2365.9100  2368.6400  2315.9000  2331.3700\n",
      "2011-10-21    2331.37  2330.5100  2340.3200  2313.7800  2317.2800\n",
      "2011-10-24    2317.28  2322.0200  2371.0900  2307.1500  2370.3300\n",
      "2011-10-25    2370.33  2366.4000  2414.0500  2357.3900  2409.6700\n",
      "2011-10-26    2409.67  2398.1900  2448.9800  2394.7300  2427.4800\n",
      "2011-10-27    2427.48  2432.4700  2449.7000  2426.3200  2435.6100\n",
      "2011-10-28    2435.61  2462.0900  2483.7600  2456.1800  2473.4100\n",
      "2011-10-31    2473.41  2470.2500  2478.3100  2455.2100  2468.2500\n",
      "2011-11-01    2468.25  2450.3300  2491.3600  2445.5300  2470.0200\n",
      "2011-11-02    2470.02  2437.8700  2505.1200  2433.7200  2504.1100\n",
      "2011-11-03    2504.11  2510.8400  2535.2400  2507.3000  2508.0900\n",
      "2011-11-04    2508.09  2525.2400  2536.7800  2512.9000  2528.2900\n",
      "2011-11-07    2528.29  2518.9000  2536.1800  2507.6200  2509.8000\n",
      "2011-11-08     2509.8  2514.2600  2524.8200  2500.0200  2503.8400\n",
      "2011-11-09    2503.84  2512.5900  2527.7000  2489.0300  2524.9200\n",
      "2011-11-10    2524.92  2498.5900  2507.4500  2478.1400  2479.5400\n",
      "2011-11-11    2479.54  2483.9600  2496.5300  2472.7600  2481.0800\n",
      "2011-11-14    2481.08  2498.6700  2529.6300  2496.3400  2528.7100\n",
      "2011-11-15    2528.71  2525.9500  2534.0600  2518.7000  2529.7600\n",
      "2011-11-16    2529.76  2529.0700  2529.4600  2456.8600  2466.9600\n",
      "2011-11-17    2466.96  2467.7000  2482.5300  2459.1700  2463.0500\n",
      "2011-11-18    2463.05  2448.3900  2448.5100  2411.0400  2416.5600\n",
      "2011-11-21    2416.56  2416.7300  2419.2400  2396.0900  2415.1300\n",
      "2011-11-22    2415.13  2400.9800  2414.8500  2387.8300  2412.6300\n",
      "2011-11-23    2412.63  2415.2000  2418.5600  2390.6500  2395.0700\n",
      "2011-11-24    2395.07  2379.1500  2409.7200  2370.7000  2397.5500\n",
      "2011-11-25    2397.55  2393.3300  2403.9400  2372.6200  2380.2200\n",
      "2011-11-28    2380.22  2383.8900  2396.8300  2372.1600  2383.0300\n",
      "2011-11-29    2383.03  2398.9900  2413.3300  2388.2000  2412.3900\n",
      "2011-11-30    2412.39  2406.3300  2407.3300  2319.4400  2333.4100\n",
      "2011-12-01    2333.41  2392.4900  2423.5600  2376.9200  2386.8600\n",
      "2011-12-02    2386.86  2374.9000  2378.3000  2344.8500  2360.6600\n",
      "2011-12-05    2360.66  2363.1100  2363.1300  2327.6100  2333.2300\n",
      "2011-12-06    2333.23  2326.6600  2331.8900  2310.1600  2325.9100\n",
      "2011-12-07    2325.91  2325.5600  2339.8500  2317.8100  2332.7300\n",
      "2011-12-08    2332.73  2329.9100  2346.6500  2302.6400  2329.8200\n",
      "2011-12-09    2329.82  2315.5100  2331.2600  2309.4600  2315.2700\n",
      "2011-12-12    2315.27  2312.1500  2315.8100  2290.2600  2291.5500\n",
      "2011-12-13    2291.55  2283.2200  2285.8100  2245.8700  2248.5900\n",
      "2011-12-14    2248.59  2241.3900  2256.7400  2224.7300  2228.5300\n",
      "2011-12-15    2228.53  2215.7900  2216.9100  2179.4700  2180.9000\n",
      "2011-12-16     2180.9  2179.5100  2225.5400  2170.7500  2224.8400\n",
      "2011-12-19    2224.84  2208.0700  2221.4500  2164.8900  2218.2400\n",
      "2011-12-20    2218.24  2209.7000  2239.8600  2206.5200  2215.9300\n",
      "2011-12-21    2215.93  2230.1800  2237.4700  2188.7100  2191.1500\n",
      "2011-12-22    2191.15  2178.5700  2201.5900  2149.4200  2186.3000\n",
      "2011-12-23     2186.3  2183.9100  2219.7900  2178.1400  2204.7800\n",
      "2011-12-26    2204.78  2193.6600  2213.4500  2186.0700  2190.1100\n",
      "2011-12-27    2190.11  2186.7100  2196.9700  2162.7200  2166.2100\n",
      "2011-12-28    2166.21  2157.6500  2170.6700  2134.0200  2170.0100\n",
      "2011-12-29    2170.01  2161.1800  2181.9600  2157.1200  2173.5600\n",
      "2011-12-30    2173.56  2177.5200  2200.9900  2177.5200  2199.4200\n",
      "2012-01-04    2199.42  2212.0000  2217.5200  2168.6400  2169.3900\n",
      "2012-01-05    2169.39  2160.9000  2183.4000  2145.5600  2148.4500\n",
      "2012-01-06    2148.45  2148.1500  2164.3200  2132.6300  2163.4000\n",
      "2012-01-09     2163.4  2164.7400  2226.2200  2148.4500  2225.8900\n",
      "2012-01-10    2225.89  2221.8300  2288.6300  2218.2800  2285.7400\n",
      "2012-01-11    2285.74  2282.9100  2290.6400  2265.1800  2276.0500\n",
      "2012-01-12    2276.05  2268.7400  2295.2200  2265.2600  2275.0100\n",
      "2012-01-13    2275.01  2277.0800  2281.5300  2225.7400  2244.5800\n",
      "2012-01-16    2244.58  2230.4300  2241.2600  2206.0500  2206.1900\n",
      "2012-01-17    2206.19  2206.5300  2298.3800  2196.1200  2298.3800\n",
      "2012-01-18    2298.38  2298.8300  2311.5800  2257.9000  2266.3800\n",
      "2012-01-19    2266.38  2266.0800  2305.7100  2259.3400  2296.0700\n",
      "2012-01-20    2296.07  2300.5000  2322.8900  2293.8900  2319.1200\n",
      "2012-01-30    2319.12  2324.4900  2324.4900  2284.2900  2285.0400\n",
      "2012-01-31    2285.04  2285.9500  2296.3800  2277.0600  2292.6100\n",
      "2012-02-01    2292.61  2288.0700  2305.8600  2263.3400  2268.0800\n",
      "2012-02-02    2268.08  2273.8500  2312.5600  2268.6900  2312.5600\n",
      "2012-02-03    2312.56  2306.6600  2336.2700  2300.9800  2330.4100\n",
      "2012-02-06    2330.41  2334.2500  2341.5700  2317.4200  2331.1400\n",
      "2012-02-07    2331.14  2319.4200  2319.7100  2278.8200  2291.9000\n",
      "2012-02-08     2291.9  2291.8100  2350.9700  2286.8200  2347.5300\n",
      "2012-02-09    2347.53  2344.2200  2363.6100  2333.9300  2349.5900\n",
      "2012-02-10    2349.59  2342.0100  2368.9800  2339.8900  2351.9800\n",
      "2012-02-13    2351.98  2332.0500  2365.3400  2325.0300  2351.8600\n",
      "2012-02-14    2351.86  2348.8800  2352.4700  2332.2500  2344.7700\n",
      "2012-02-15    2344.77  2340.4500  2374.2800  2335.1000  2366.7000\n",
      "2012-02-16     2366.7  2363.9000  2373.8000  2342.0700  2356.8600\n",
      "2012-02-17    2356.86  2366.6300  2372.5100  2344.7600  2357.1800\n",
      "2012-02-20    2357.18  2383.6900  2388.0100  2362.0100  2363.6000\n",
      "2012-02-21     2363.6  2365.4900  2382.1500  2345.0500  2381.4300\n",
      "2012-02-22    2381.43  2380.5000  2404.4400  2374.0300  2403.5900\n",
      "2012-02-23    2403.59  2401.7400  2416.8000  2396.7100  2409.5500\n",
      "2012-02-24    2409.55  2410.8800  2439.9800  2405.2700  2439.6300\n",
      "2012-02-27    2439.63  2447.4100  2478.3800  2444.6300  2447.0600\n",
      "2012-02-28    2447.06  2440.9100  2458.6500  2431.8300  2451.8600\n",
      "2012-02-29    2451.86  2446.2300  2453.0700  2426.3300  2428.4900\n",
      "2012-03-01    2428.49  2418.7900  2437.8700  2418.3300  2426.1100\n",
      "2012-03-02    2426.11  2430.1000  2461.1200  2430.1000  2460.6900\n",
      "2012-03-05    2460.69  2464.8500  2469.8400  2442.1100  2445.0000\n",
      "2012-03-06       2445  2439.7800  2442.0000  2406.0600  2410.4500\n",
      "2012-03-07    2410.45  2391.2000  2413.7000  2388.5200  2394.7900\n",
      "2012-03-08    2394.79  2401.1000  2426.7000  2401.1000  2420.2800\n",
      "2012-03-09    2420.28  2425.8900  2440.5100  2414.9700  2439.4600\n",
      "2012-03-12    2439.46  2438.5500  2440.8600  2420.8400  2434.8600\n",
      "2012-03-13    2434.86  2432.8400  2457.2200  2428.6100  2455.8000\n",
      "2012-03-14     2455.8  2464.9100  2476.2200  2382.8400  2391.2300\n",
      "2012-03-15    2391.23  2388.0600  2403.7400  2366.0200  2373.7700\n",
      "2012-03-16    2373.77  2377.7600  2406.1500  2368.3100  2404.7400\n",
      "2012-03-19    2404.74  2401.2200  2412.3400  2383.6700  2410.1800\n",
      "2012-03-20    2410.18  2407.5400  2407.5400  2376.0300  2376.8400\n",
      "2012-03-21    2376.84  2384.7100  2396.7200  2361.2200  2378.2000\n",
      "2012-03-22     2378.2  2376.9900  2386.1000  2364.1300  2375.7700\n",
      "2012-03-23    2375.77  2369.0800  2371.2600  2342.1200  2349.5400\n",
      "2012-03-26    2349.54  2349.0900  2358.0000  2339.1400  2350.6000\n",
      "2012-03-27     2350.6  2358.5500  2363.7700  2344.3000  2347.1800\n",
      "2012-03-28    2347.18  2341.0000  2341.4200  2281.4300  2284.8800\n",
      "2012-03-29    2284.88  2276.7400  2280.9600  2242.3400  2252.1600\n",
      "2012-03-30    2252.16  2256.0400  2266.2100  2246.2400  2262.7900\n",
      "2012-04-05    2262.79  2258.0300  2303.8200  2251.3900  2302.2400\n",
      "2012-04-06    2302.24  2299.0500  2309.6400  2291.5600  2306.5500\n",
      "2012-04-09    2306.55  2300.0500  2304.6500  2284.4400  2285.7800\n",
      "2012-04-10    2285.78  2281.0200  2306.3900  2258.8500  2305.8600\n",
      "2012-04-11    2305.86  2286.7200  2319.0500  2280.0300  2308.9300\n",
      "2012-04-12    2308.93  2310.4800  2351.0500  2307.8400  2350.8600\n",
      "2012-04-13    2350.86  2351.5100  2369.7000  2346.9400  2359.1600\n",
      "2012-04-16    2359.16  2346.3100  2364.1100  2342.2000  2357.0300\n",
      "2012-04-17    2357.03  2355.3700  2363.0100  2333.3400  2334.9900\n",
      "2012-04-18    2334.99  2341.1400  2383.6400  2337.8600  2380.8500\n",
      "2012-04-19    2380.85  2378.6300  2386.9800  2369.4600  2378.6300\n",
      "2012-04-20    2378.63  2374.6600  2407.2900  2372.1300  2406.8600\n",
      "2012-04-23    2406.86  2403.5200  2411.5100  2383.0700  2388.5900\n",
      "2012-04-24    2388.59  2380.2400  2415.7500  2350.4000  2388.8300\n",
      "2012-04-25    2388.83  2382.2100  2411.4200  2376.6300  2406.8100\n",
      "2012-04-26    2406.81  2408.5600  2414.7500  2393.2600  2404.7000\n",
      "2012-04-27     2404.7  2402.4300  2408.4200  2393.8700  2396.3200\n",
      "2012-05-02    2396.32  2421.0800  2446.3500  2407.7900  2438.4400\n",
      "2012-05-03    2438.44  2433.5900  2441.9500  2427.7300  2440.0800\n",
      "2012-05-04    2440.08  2437.4700  2453.7300  2427.9700  2452.0100\n",
      "2012-05-07    2452.01  2441.7600  2451.9500  2432.7400  2451.9500\n",
      "2012-05-08    2451.95  2451.5700  2451.6000  2431.0300  2448.8800\n",
      "2012-05-09    2448.88  2432.4700  2432.4700  2407.5100  2408.5900\n",
      "2012-05-10    2408.59  2409.9500  2419.1200  2402.2000  2410.2300\n",
      "2012-05-11    2410.23  2406.0700  2415.9800  2393.3800  2394.9800\n",
      "2012-05-14    2394.98  2408.2600  2411.2700  2377.9800  2380.7200\n",
      "2012-05-15    2380.72  2367.0800  2376.5900  2354.6100  2374.8400\n",
      "2012-05-16    2374.84  2369.3000  2372.0300  2344.5000  2346.1900\n",
      "2012-05-17    2346.19  2347.1800  2383.3100  2342.3500  2378.8900\n",
      "2012-05-18    2378.89  2364.9000  2369.6000  2338.2400  2344.5200\n",
      "2012-05-21    2344.52  2343.5800  2360.3900  2330.3200  2348.3000\n",
      "2012-05-22     2348.3  2355.7300  2374.0600  2354.8700  2373.3100\n",
      "2012-05-23    2373.31  2369.2600  2378.0800  2350.5500  2363.4400\n",
      "2012-05-24    2363.44  2359.6800  2373.0600  2344.5800  2350.9700\n",
      "2012-05-25    2350.97  2350.5400  2355.8100  2327.4100  2333.5500\n",
      "2012-05-28    2333.55  2325.3200  2361.7400  2309.0700  2361.3700\n",
      "2012-05-29    2361.37  2361.0000  2393.2800  2358.3700  2389.6400\n",
      "2012-05-30    2389.64  2385.3900  2391.6900  2378.1300  2384.6700\n",
      "2012-05-31    2384.67  2370.0100  2382.9900  2362.3100  2372.2300\n",
      "2012-06-01    2372.23  2373.2200  2388.0900  2365.4400  2373.4400\n",
      "2012-06-04    2373.44  2346.9800  2348.2000  2308.2300  2308.5500\n",
      "2012-06-05    2308.55  2313.7400  2323.3000  2304.0500  2311.9200\n",
      "2012-06-06    2311.92  2315.5600  2323.1100  2301.0300  2309.5500\n",
      "2012-06-07    2309.55  2324.6700  2328.6700  2288.6600  2293.1300\n",
      "2012-06-08    2293.13  2306.2200  2306.8800  2276.7100  2281.4500\n",
      "2012-06-11    2281.45  2282.8900  2311.7700  2278.1600  2305.8600\n",
      "2012-06-12    2305.86  2295.0700  2298.9500  2280.9500  2289.7900\n",
      "2012-06-13    2289.79  2289.7100  2319.7100  2284.6500  2318.9200\n",
      "2012-06-14    2318.92  2306.7800  2314.5900  2293.0700  2295.9500\n",
      "2012-06-15    2295.95  2299.7800  2314.2400  2283.4000  2306.8500\n",
      "2012-06-18    2306.85  2313.5300  2325.0500  2309.7100  2316.0500\n",
      "2012-06-19    2316.05  2313.4500  2313.4500  2298.3900  2300.8000\n",
      "2012-06-20     2300.8  2300.4100  2304.4600  2291.5400  2292.8800\n",
      "2012-06-21    2292.88  2288.4500  2288.4500  2253.7900  2260.8800\n",
      "2012-06-25    2260.88  2253.5100  2253.5100  2223.0500  2224.1100\n",
      "2012-06-26    2224.11  2214.6500  2229.2400  2203.9400  2222.0700\n",
      "2012-06-27    2222.07  2219.9400  2233.5400  2213.3200  2216.9300\n",
      "2012-06-28    2216.93  2220.2400  2224.1600  2195.3600  2195.8400\n",
      "2012-06-29    2195.84  2190.5800  2226.4900  2188.7200  2225.4300\n",
      "2012-07-02    2225.43  2234.3200  2234.8700  2215.3600  2226.1100\n",
      "2012-07-03    2226.11  2225.5700  2244.8300  2219.0500  2229.1900\n",
      "2012-07-04    2229.19  2233.3400  2239.2700  2219.4500  2227.3200\n",
      "2012-07-05    2227.32  2218.2200  2218.2200  2192.6500  2201.3500\n",
      "2012-07-06    2201.35  2203.7300  2227.4700  2185.5200  2223.5800\n",
      "2012-07-09    2223.58  2210.7100  2216.7000  2168.6100  2170.8100\n",
      "2012-07-10    2170.81  2166.9500  2178.2000  2156.7300  2164.4400\n",
      "2012-07-11    2164.44  2160.0200  2176.4900  2156.6000  2175.3800\n",
      "2012-07-12    2175.38  2172.0600  2197.0400  2152.6800  2185.4900\n",
      "2012-07-13    2185.49  2180.1700  2198.6600  2177.9200  2185.8900\n",
      "2012-07-16    2185.89  2187.8900  2188.0600  2146.1500  2147.9500\n",
      "2012-07-17    2147.95  2142.4300  2165.3400  2141.4800  2161.1900\n",
      "2012-07-18    2161.19  2159.8600  2170.3000  2138.7900  2169.1000\n",
      "2012-07-19     2169.1  2164.2700  2197.7900  2159.9400  2184.8400\n",
      "2012-07-20    2184.84  2180.0100  2185.7300  2162.0600  2168.6400\n",
      "2012-07-23    2168.64  2154.1700  2154.1700  2135.5600  2141.4000\n",
      "2012-07-24     2141.4  2132.3200  2158.9500  2131.0100  2146.5900\n",
      "2012-07-25    2146.59  2141.0400  2151.4500  2132.8300  2136.1500\n",
      "2012-07-26    2136.15  2134.9900  2147.6600  2124.1600  2126.0000\n",
      "2012-07-27       2126  2132.0100  2139.1500  2120.6300  2128.7600\n",
      "2012-07-30    2128.76  2128.1600  2137.7400  2107.6300  2109.9100\n",
      "2012-07-31    2109.91  2109.3200  2116.9000  2100.2500  2103.6300\n",
      "2012-08-01    2103.63  2101.7200  2130.7100  2101.7100  2123.3600\n",
      "2012-08-02    2123.36  2120.1500  2126.4600  2103.4900  2111.1800\n",
      "2012-08-03    2111.18  2113.9600  2133.2700  2108.3300  2132.8000\n",
      "2012-08-06     2132.8  2129.1500  2158.6800  2127.2600  2154.9200\n",
      "2012-08-07    2154.92  2153.0900  2159.6800  2148.9000  2157.6200\n",
      "2012-08-08    2157.62  2158.9800  2168.7300  2153.0200  2160.9900\n",
      "2012-08-09    2160.99  2159.4300  2175.5500  2148.6900  2174.1000\n",
      "2012-08-10     2174.1  2172.9600  2176.8000  2165.2800  2168.8100\n",
      "2012-08-13    2168.81  2164.0400  2164.0400  2134.5500  2136.0800\n",
      "2012-08-14    2136.08  2137.0500  2144.0100  2119.2500  2142.5300\n",
      "2012-08-15    2142.53  2138.2800  2139.1400  2118.5000  2118.9500\n",
      "2012-08-16    2118.95  2116.0800  2122.6800  2109.6600  2112.2000\n",
      "2012-08-17     2112.2  2111.6500  2120.7100  2100.7900  2114.8900\n",
      "2012-08-20    2114.89  2102.2300  2110.7800  2089.0200  2106.9600\n",
      "2012-08-21    2106.96  2106.3800  2124.2000  2103.0700  2118.2700\n",
      "2012-08-22    2118.27  2118.8800  2121.1500  2097.6100  2107.7100\n",
      "2012-08-23    2107.71  2106.9600  2118.7400  2097.0800  2113.0700\n",
      "2012-08-24    2113.07  2108.3600  2109.8200  2089.2200  2092.1000\n",
      "2012-08-27     2092.1  2085.3700  2085.3700  2055.3800  2055.7100\n",
      "2012-08-28    2055.71  2054.9700  2083.9600  2052.4900  2073.1500\n",
      "2012-08-29    2073.15  2066.8200  2073.9500  2051.7800  2053.2400\n",
      "2012-08-30    2053.24  2044.0300  2060.1800  2032.5400  2052.5900\n",
      "2012-08-31    2052.59  2046.2900  2059.3000  2044.6500  2047.5200\n",
      "2012-09-03    2047.52  2044.8300  2066.7800  2041.1600  2059.1500\n",
      "2012-09-04    2059.15  2060.6100  2063.8200  2039.2700  2043.6500\n",
      "2012-09-05    2043.65  2038.8700  2048.3200  2029.0500  2037.6800\n",
      "2012-09-06    2037.68  2040.6700  2052.9500  2036.3700  2051.9200\n",
      "2012-09-07    2051.92  2062.9900  2145.0000  2062.9900  2127.7600\n",
      "2012-09-10    2127.76  2128.0700  2140.1700  2120.4900  2134.8900\n",
      "2012-09-11    2134.89  2127.5200  2127.5200  2107.2200  2120.5500\n",
      "2012-09-12    2120.55  2129.6900  2137.8900  2109.1400  2126.5500\n",
      "2012-09-13    2126.55  2123.8400  2130.0800  2110.0000  2110.3800\n",
      "2012-09-14    2110.38  2127.3900  2136.2300  2111.1200  2123.8500\n",
      "2012-09-17    2123.85  2120.6200  2121.5800  2077.4800  2078.5000\n",
      "2012-09-18     2078.5  2069.3400  2074.7600  2053.6600  2059.5400\n",
      "2012-09-19    2059.54  2061.0600  2069.9500  2055.2000  2067.8300\n",
      "2012-09-20    2067.83  2060.3100  2060.3100  2023.0900  2024.8400\n",
      "2012-09-21    2024.84  2020.5500  2041.9500  2018.2600  2026.6900\n",
      "2012-09-24    2026.69  2015.7700  2040.8500  2005.2600  2033.1900\n",
      "2012-09-25    2033.19  2028.6300  2039.1000  2021.8100  2029.2900\n",
      "2012-09-26    2029.29  2027.8600  2033.0400  1999.4800  2004.1700\n",
      "2012-09-27    2004.17  2003.1000  2068.0700  2002.3200  2056.3200\n",
      "2012-09-28    2056.32  2042.8900  2089.6300  2040.3500  2086.1700\n",
      "2012-10-08    2086.17  2084.8500  2096.2600  2063.0900  2074.4200\n",
      "2012-10-09    2074.42  2081.5900  2119.3400  2081.5900  2115.2300\n",
      "2012-10-10    2115.23  2111.5900  2121.9900  2102.5300  2119.9400\n",
      "2012-10-11    2119.94  2114.2300  2117.8400  2101.1400  2102.8700\n",
      "2012-10-12    2102.87  2109.0700  2127.3100  2092.5100  2104.9300\n",
      "2012-10-15    2104.93  2105.0200  2107.2000  2085.1100  2098.7000\n",
      "2012-10-16     2098.7  2097.0500  2111.7800  2089.7000  2098.8100\n",
      "2012-10-17    2098.81  2104.2800  2113.1600  2088.0400  2105.6200\n",
      "2012-10-18    2105.62  2108.5000  2137.6900  2107.4900  2131.6900\n",
      "2012-10-19    2131.69  2129.8200  2136.8700  2125.7400  2128.3000\n",
      "2012-10-22     2128.3  2118.5200  2138.0300  2112.7500  2132.7600\n",
      "2012-10-23    2132.76  2132.1100  2136.2200  2111.9200  2114.4500\n",
      "2012-10-24    2114.45  2106.8300  2124.0000  2104.6700  2115.9900\n",
      "2012-10-25    2115.99  2114.7600  2128.7400  2100.6100  2101.5800\n",
      "2012-10-26    2101.58  2100.1000  2102.1600  2058.0600  2066.2100\n",
      "2012-10-29    2066.21  2061.8500  2068.2400  2053.0900  2058.9400\n",
      "2012-10-30    2058.94  2059.2000  2075.9100  2054.2600  2062.3500\n",
      "2012-10-31    2062.35  2061.1200  2070.4800  2053.5800  2068.8800\n",
      "2012-11-01    2068.88  2070.0200  2109.5000  2069.9500  2104.4300\n",
      "2012-11-02    2104.43  2105.4500  2119.2200  2096.5300  2117.0500\n",
      "2012-11-05    2117.05  2113.3300  2123.3300  2104.5800  2114.0300\n",
      "2012-11-06    2114.03  2113.6600  2114.7900  2078.4700  2106.0000\n",
      "2012-11-07       2106  2102.4200  2112.6300  2093.2900  2105.7300\n",
      "2012-11-08    2105.73  2091.2500  2092.5700  2070.6500  2071.5100\n",
      "2012-11-09    2071.51  2066.4900  2077.2300  2062.4200  2069.0700\n",
      "2012-11-12    2069.07  2069.2100  2079.5700  2061.8400  2079.2700\n",
      "2012-11-13    2079.27  2078.1300  2078.1300  2044.0400  2047.8900\n",
      "2012-11-14    2047.89  2047.2600  2056.4900  2040.1700  2055.4200\n",
      "2012-11-15    2055.42  2045.4600  2053.5600  2029.8700  2030.2900\n",
      "2012-11-16    2030.29  2026.5600  2028.6900  2001.7200  2014.7200\n",
      "2012-11-19    2014.72  2013.2500  2018.3800  1995.7200  2016.9800\n",
      "2012-11-20    2016.98  2020.4300  2023.6100  2004.1700  2008.9200\n",
      "2012-11-21    2008.92  2008.2100  2031.1500  1995.1700  2030.3200\n",
      "2012-11-22    2030.32  2021.2100  2023.0900  2009.7200  2015.6100\n",
      "2012-11-23    2015.61  2020.0200  2034.8800  2017.0000  2027.3800\n",
      "2012-11-26    2027.38  2023.3400  2027.2700  2014.0300  2017.4600\n",
      "2012-11-27    2017.46  2012.0800  2014.2100  1990.3400  1991.1600\n",
      "2012-11-28    1991.16  1984.4800  1984.8600  1968.2100  1973.5200\n",
      "2012-11-29    1973.52  1972.9200  1980.5600  1961.8200  1963.4900\n",
      "2012-11-30    1963.49  1961.8200  1983.4200  1959.3300  1980.1200\n",
      "2012-12-03    1980.12  1977.2500  1988.1900  1957.8800  1959.7700\n",
      "2012-12-04    1959.77  1956.6200  1980.1200  1949.4600  1975.1400\n",
      "2012-12-05    1975.14  1973.1100  2040.6000  1970.2000  2031.9100\n",
      "2012-12-06    2031.91  2029.5600  2036.6100  2018.3800  2029.2400\n",
      "2012-12-07    2029.24  2028.7700  2065.7400  2023.9600  2061.7900\n",
      "2012-12-10    2061.79  2067.3200  2087.0100  2064.6100  2083.7700\n",
      "2012-12-11    2083.77  2077.5600  2088.6400  2070.1900  2074.7000\n",
      "2012-12-12     2074.7  2073.2700  2085.9300  2066.3900  2082.7300\n",
      "2012-12-13    2082.73  2077.4200  2081.3600  2059.4700  2061.4800\n",
      "2012-12-14    2061.48  2062.6900  2152.5000  2062.5400  2150.6300\n",
      "2012-12-17    2150.63  2152.1000  2169.5700  2151.9400  2160.3400\n",
      "2012-12-18    2160.34  2155.8600  2183.7100  2144.7300  2162.4600\n",
      "2012-12-19    2162.46  2158.6700  2175.3900  2154.2900  2162.2400\n",
      "2012-12-20    2162.24  2156.1900  2174.8200  2142.9500  2168.3500\n",
      "2012-12-21    2168.35  2169.5700  2190.4000  2148.1700  2153.3100\n",
      "2012-12-24    2153.31  2150.6500  2170.3900  2149.8200  2159.0500\n",
      "2012-12-25    2159.05  2154.3200  2220.2600  2146.8600  2213.6100\n",
      "2012-12-26    2213.61  2211.5900  2220.4700  2206.7900  2219.1300\n",
      "2012-12-27    2219.13  2223.6600  2234.7200  2204.7900  2205.9000\n",
      "2012-12-28     2205.9  2207.9100  2234.8700  2204.0000  2233.2500\n",
      "2012-12-31    2233.25  2236.4600  2269.5100  2236.4600  2269.1300\n",
      "2013-01-04    2269.13  2289.5100  2296.1100  2256.5600  2276.9900\n",
      "2013-01-07    2276.99  2271.6600  2293.3200  2266.8600  2285.3600\n",
      "2013-01-08    2285.36  2284.6500  2289.1400  2262.9800  2276.0700\n",
      "2013-01-09    2276.07  2271.3000  2283.9000  2259.0500  2275.3400\n",
      "2013-01-10    2275.34  2274.3800  2295.4800  2268.6500  2283.6600\n",
      "2013-01-11    2283.66  2285.1800  2290.2000  2234.9500  2243.0000\n",
      "2013-01-14       2243  2236.2900  2317.6200  2235.1100  2311.7400\n",
      "2013-01-15    2311.74  2312.4700  2332.7800  2309.3200  2325.6800\n",
      "2013-01-16    2325.68  2322.1600  2326.7600  2279.5100  2309.5000\n",
      "2013-01-17     2309.5  2305.1400  2305.6000  2275.8800  2284.9100\n",
      "2013-01-18    2284.91  2295.8100  2324.5100  2285.9700  2317.0700\n",
      "2013-01-21    2317.07  2321.4900  2329.5800  2305.1000  2328.2200\n",
      "2013-01-22    2328.22  2326.4900  2335.8100  2301.3000  2315.1400\n",
      "2013-01-23    2315.14  2308.5200  2325.1200  2296.4900  2320.9100\n",
      "2013-01-24    2320.91  2320.2600  2362.9400  2287.3000  2302.6000\n",
      "2013-01-25     2302.6  2300.0000  2308.3800  2288.2600  2291.3000\n",
      "2013-01-28     2291.3  2295.3500  2346.9200  2295.3500  2346.5100\n",
      "2013-01-29    2346.51  2347.2200  2363.8000  2337.3500  2358.9800\n",
      "2013-01-30    2358.98  2360.7500  2383.7600  2347.8900  2382.4700\n",
      "2013-01-31    2382.47  2383.4300  2391.8200  2371.2300  2385.4200\n",
      "2013-02-01    2385.42  2377.4100  2421.1500  2369.5700  2419.0200\n",
      "2013-02-04    2419.02  2425.9200  2440.3800  2417.5900  2428.1500\n",
      "2013-02-05    2428.15  2411.0000  2437.4100  2403.3000  2433.1300\n",
      "2013-02-06    2433.13  2432.6800  2441.7300  2427.7000  2434.4800\n",
      "2013-02-07    2434.48  2430.6900  2433.8900  2394.2200  2418.5300\n",
      "2013-02-08    2418.53  2416.6200  2443.0300  2414.4000  2432.4000\n",
      "2013-02-18     2432.4  2441.9100  2444.8000  2415.4300  2421.5600\n",
      "2013-02-19    2421.56  2420.2600  2427.0700  2373.5300  2382.9100\n",
      "2013-02-20    2382.91  2383.4900  2397.9400  2370.6100  2397.1800\n",
      "2013-02-21    2397.18  2378.8200  2378.8200  2309.1700  2325.9500\n",
      "2013-02-22    2325.95  2322.9400  2330.8800  2308.7600  2314.1600\n",
      "2013-02-25    2314.16  2320.6200  2338.7800  2315.0100  2325.8200\n",
      "2013-02-26    2325.82  2313.7400  2340.7100  2289.8900  2293.3400\n",
      "2013-02-27    2293.34  2297.7700  2324.6300  2292.0300  2313.2200\n",
      "2013-02-28    2313.22  2322.3200  2366.1600  2308.9200  2365.5900\n",
      "2013-03-01    2365.59  2364.5400  2369.6500  2330.8600  2359.5100\n",
      "2013-03-04    2359.51  2332.0800  2333.5400  2259.2500  2273.4000\n",
      "2013-03-05     2273.4  2274.8100  2328.1400  2270.1000  2326.3100\n",
      "2013-03-06    2326.31  2333.6100  2351.4400  2321.6000  2347.1800\n",
      "2013-03-07    2347.18  2340.4400  2352.0200  2304.2700  2324.2900\n",
      "2013-03-08    2324.29  2326.4200  2333.6700  2314.5900  2318.6100\n",
      "2013-03-11    2318.61  2314.6800  2320.9600  2296.5800  2310.5900\n",
      "2013-03-12    2310.59  2309.1600  2333.2900  2264.8300  2286.6100\n",
      "2013-03-13    2286.61  2282.1700  2286.3300  2253.2500  2263.9700\n",
      "2013-03-14    2263.97  2255.7800  2276.2200  2253.3100  2270.2800\n",
      "2013-03-15    2270.28  2269.3200  2312.0800  2250.0100  2278.4000\n",
      "2013-03-18     2278.4  2267.2900  2276.0500  2239.2100  2240.0200\n",
      "2013-03-19    2240.02  2244.2600  2261.3100  2232.0200  2257.4300\n",
      "2013-03-20    2257.43  2257.7400  2317.8600  2257.4200  2317.3700\n",
      "2013-03-21    2317.37  2318.2000  2330.8100  2311.6000  2324.2400\n",
      "2013-03-22    2324.24  2321.4000  2331.9900  2314.9700  2328.2800\n",
      "2013-03-25    2328.28  2334.7400  2344.8900  2319.9100  2326.7200\n",
      "2013-03-26    2326.72  2318.5800  2319.9900  2281.1200  2297.6700\n",
      "2013-03-27    2297.67  2299.3800  2323.4800  2288.9900  2301.2600\n",
      "2013-03-28    2301.26  2273.5500  2273.5500  2232.9100  2236.3000\n",
      "2013-03-29     2236.3  2238.4900  2246.8700  2228.8100  2236.6200\n",
      "2013-04-01    2236.62  2229.4600  2243.9500  2227.3100  2234.3900\n",
      "2013-04-02    2234.39  2234.9000  2253.4200  2220.4400  2227.7400\n",
      "2013-04-03    2227.74  2232.6900  2241.3400  2217.2500  2225.3000\n",
      "2013-04-08     2225.3  2196.2400  2212.5900  2180.6700  2211.5900\n",
      "2013-04-09    2211.59  2215.4700  2234.7200  2215.4700  2225.7800\n",
      "2013-04-10    2225.78  2224.9300  2233.0400  2212.5600  2226.1300\n",
      "2013-04-11    2226.13  2236.9800  2242.4800  2217.2600  2219.5500\n",
      "2013-04-12    2219.55  2218.0900  2226.2600  2204.4400  2206.7800\n",
      "2013-04-15    2206.78  2199.9100  2204.9900  2177.3900  2181.9400\n",
      "2013-04-16    2181.94  2169.6300  2196.4300  2165.7800  2194.8500\n",
      "2013-04-17    2194.85  2195.0300  2197.5100  2178.4700  2193.8000\n",
      "2013-04-18     2193.8  2181.8200  2206.0300  2175.4400  2197.6000\n",
      "2013-04-19     2197.6  2201.1200  2250.1100  2200.5800  2244.6400\n",
      "2013-04-22    2244.64  2236.4000  2245.1200  2232.2600  2242.1700\n",
      "2013-04-23    2242.17  2242.6200  2242.6200  2182.8100  2184.5400\n",
      "2013-04-24    2184.54  2187.3500  2226.1200  2184.1100  2218.3200\n",
      "2013-04-25    2218.32  2213.1800  2224.6300  2191.8500  2199.3100\n",
      "2013-04-26    2199.31  2203.8900  2210.5800  2173.8600  2177.9100\n",
      "2013-05-02    2177.91  2170.7800  2179.6500  2161.1400  2174.1200\n",
      "2013-05-03    2174.12  2179.0500  2222.8100  2179.0500  2205.5000\n",
      "2013-05-06     2205.5  2212.4900  2236.0700  2212.4900  2231.1700\n",
      "2013-05-07    2231.17  2227.8600  2240.2600  2219.4300  2235.5700\n",
      "2013-05-08    2235.57  2242.3900  2255.2100  2235.4200  2246.3000\n",
      "2013-05-09     2246.3  2246.9600  2247.8600  2221.3800  2232.9700\n",
      "2013-05-10    2232.97  2228.8200  2247.6700  2225.8100  2246.8300\n",
      "2013-05-13    2246.83  2247.6800  2250.8500  2231.3600  2241.9200\n",
      "2013-05-14    2241.92  2238.9000  2239.9300  2205.8700  2217.0100\n",
      "2013-05-15    2217.01  2217.0900  2225.1900  2213.5800  2224.8000\n",
      "2013-05-16     2224.8  2221.3400  2252.8700  2210.7700  2251.8100\n",
      "2013-05-17    2251.81  2249.8100  2288.0900  2248.4100  2282.8700\n",
      "2013-05-20    2282.87  2286.3300  2309.3900  2281.9000  2299.9900\n",
      "2013-05-21    2299.99  2297.1100  2305.3000  2290.1200  2305.1100\n",
      "2013-05-22    2305.11  2303.7500  2314.1800  2292.4300  2302.4000\n",
      "2013-05-23     2302.4  2293.8100  2304.9500  2274.1000  2275.6700\n",
      "2013-05-24    2275.67  2281.4500  2292.5900  2270.2500  2288.5300\n",
      "2013-05-27    2288.53  2286.6600  2301.7000  2283.9300  2293.0800\n",
      "2013-05-28    2293.08  2293.4000  2322.1000  2281.4700  2321.3200\n",
      "2013-05-29    2321.32  2323.5400  2334.3400  2321.1700  2324.0200\n",
      "2013-05-30    2324.02  2316.2500  2325.7200  2310.4900  2317.7500\n",
      "2013-05-31    2317.75  2320.7400  2325.5300  2299.3700  2300.5900\n",
      "2013-06-03    2300.59  2300.2100  2313.4300  2294.1100  2299.2500\n",
      "2013-06-04    2299.25  2297.1000  2297.1000  2264.7600  2272.4200\n",
      "2013-06-05    2272.42  2270.7100  2276.8600  2260.8700  2270.9300\n",
      "2013-06-06    2270.93  2264.4300  2266.6900  2240.0700  2242.1100\n",
      "2013-06-07    2242.11  2242.2600  2250.6300  2205.0700  2210.9000\n",
      "2013-06-13     2210.9  2190.1000  2190.1000  2126.2200  2148.3600\n",
      "2013-06-14    2148.36  2150.0600  2163.8500  2142.7800  2162.0400\n",
      "2013-06-17    2162.04  2165.9900  2169.3600  2147.0300  2156.2200\n",
      "2013-06-18    2156.22  2158.5500  2161.6800  2138.3500  2159.2900\n",
      "2013-06-19    2159.29  2150.8200  2150.8200  2115.7900  2143.4500\n",
      "2013-06-20    2143.45  2132.8100  2132.8100  2082.8200  2084.0200\n",
      "2013-06-21    2084.02  2058.9800  2085.8600  2042.8800  2073.0900\n",
      "2013-06-24    2073.09  2068.8600  2068.8600  1958.4000  1963.2300\n",
      "2013-06-25    1963.23  1948.3200  1963.5700  1849.6500  1959.5100\n",
      "2013-06-26    1959.51  1954.4700  1959.1600  1922.8200  1951.4900\n",
      "2013-06-27    1951.49  1955.1300  1980.5400  1942.3700  1950.0100\n",
      "2013-06-28    1950.01  1935.5200  1987.9800  1925.6500  1979.2100\n",
      "2013-07-01    1979.21  1965.9900  1995.9200  1957.5700  1995.2400\n",
      "2013-07-02    1995.24  1992.8900  2007.6200  1978.4300  2006.5600\n",
      "2013-07-03    2006.56  1996.5100  1996.5400  1965.5200  1994.2700\n",
      "2013-07-04    1994.27  1982.8700  2022.1400  1974.1000  2006.1000\n",
      "2013-07-05     2006.1  2006.1900  2021.5400  2002.3700  2007.2000\n",
      "2013-07-08     2007.2  1983.2100  1983.2100  1953.1200  1958.2700\n",
      "2013-07-09    1958.27  1953.6000  1969.1500  1946.3700  1965.4500\n",
      "2013-07-10    1965.45  1962.8400  2009.3600  1960.2800  2008.1300\n",
      "2013-07-11    2008.13  2011.0200  2092.8700  2010.4000  2072.9900\n",
      "2013-07-12    2072.99  2068.0400  2074.8600  2036.0500  2039.4900\n",
      "2013-07-15    2039.49  2046.1200  2076.6600  2037.2500  2059.3900\n",
      "2013-07-16    2059.39  2054.6000  2066.3600  2038.5400  2065.7200\n",
      "2013-07-17    2065.72  2061.1900  2075.8100  2043.2300  2044.9200\n",
      "2013-07-18    2044.92  2038.4000  2043.3700  2016.9000  2023.4000\n",
      "2013-07-19     2023.4  2025.3200  2035.2200  1990.2500  1992.6500\n",
      "2013-07-22    1992.65  1977.7300  2005.4700  1970.6400  2004.7600\n",
      "2013-07-23    2004.76  2008.9500  2051.5300  2005.0900  2043.8800\n",
      "2013-07-24    2043.88  2035.6900  2042.7700  2010.4200  2033.3300\n",
      "2013-07-25    2033.33  2037.3400  2045.3700  2016.4300  2021.1700\n",
      "2013-07-26    2021.17  2013.1900  2021.5700  2000.8000  2010.8500\n",
      "2013-07-29    2010.85  1997.8400  1997.8400  1969.8500  1976.3100\n",
      "2013-07-30    1976.31  1981.4500  2006.2300  1965.3600  1990.0600\n",
      "2013-07-31    1990.06  2000.7900  2015.4700  1987.8800  1993.8000\n",
      "2013-08-01     1993.8  2000.8200  2029.9300  1997.0600  2029.0700\n",
      "2013-08-02    2029.07  2039.5100  2047.0800  2025.6500  2029.4200\n",
      "2013-08-05    2029.42  2031.7200  2050.9100  2025.2300  2050.4800\n",
      "2013-08-06    2050.48  2043.6500  2066.7400  2034.9600  2060.5000\n",
      "2013-08-07     2060.5  2056.3700  2069.5600  2043.7500  2046.7800\n",
      "2013-08-08    2046.78  2044.4400  2058.5600  2037.2500  2044.8900\n",
      "2013-08-09    2044.89  2052.2400  2061.7100  2030.1300  2052.2400\n",
      "2013-08-12    2052.24  2058.4200  2102.3500  2055.7200  2101.2800\n",
      "2013-08-13    2101.28  2101.3200  2106.4000  2093.8000  2106.1600\n",
      "2013-08-14    2106.16  2109.2200  2122.9700  2093.0400  2100.1400\n",
      "2013-08-15    2100.14  2099.2800  2108.4100  2079.9700  2081.8800\n",
      "2013-08-16    2081.88  2075.9800  2198.8500  2061.6500  2068.4500\n",
      "2013-08-19    2068.45  2055.1300  2091.1300  2052.7000  2085.6000\n",
      "2013-08-20     2085.6  2081.9700  2098.9800  2066.0700  2072.5900\n",
      "2013-08-21    2072.59  2076.2700  2076.3200  2056.9100  2072.9600\n",
      "2013-08-22    2072.96  2069.3100  2083.3300  2062.3700  2067.1200\n",
      "2013-08-23    2067.12  2075.9300  2079.8500  2029.3700  2057.4600\n",
      "2013-08-26    2057.46  2061.4200  2097.3400  2056.1300  2096.4700\n",
      "2013-08-27    2096.47  2095.4400  2105.3800  2090.4300  2103.5700\n",
      "2013-08-28    2103.57  2092.3100  2113.8200  2080.8600  2101.3000\n",
      "2013-08-29     2101.3  2108.4400  2110.8900  2088.2400  2097.2300\n",
      "2013-08-30    2097.23  2097.2200  2114.3900  2089.0900  2098.3800\n",
      "2013-09-02    2098.38  2104.0900  2108.6800  2078.4500  2098.4500\n",
      "2013-09-03    2098.45  2100.4500  2123.8500  2095.4500  2123.1100\n",
      "2013-09-04    2123.11  2121.6800  2133.0000  2115.7500  2127.6200\n",
      "2013-09-05    2127.62  2125.2600  2127.8600  2115.2400  2122.4300\n",
      "2013-09-06    2122.43  2119.3300  2143.2400  2119.0200  2139.9900\n",
      "2013-09-09    2139.99  2151.3500  2218.5300  2151.3500  2212.5200\n",
      "2013-09-10    2212.52  2214.8100  2238.5500  2202.8200  2237.9800\n",
      "2013-09-11    2237.98  2244.9600  2258.0700  2233.0000  2241.2700\n",
      "2013-09-12    2241.27  2236.1700  2270.2700  2226.2900  2255.6100\n",
      "2013-09-13    2255.61  2251.4600  2259.4200  2228.4800  2236.2200\n",
      "2013-09-16    2236.22  2244.4600  2248.4700  2226.1700  2231.4000\n",
      "2013-09-17     2231.4  2230.3900  2230.9300  2184.9200  2185.5600\n",
      "2013-09-18    2185.56  2185.9400  2195.9000  2172.0400  2191.8500\n",
      "2013-09-23    2191.85  2199.3600  2223.0700  2198.3400  2221.0400\n",
      "2013-09-24    2221.04  2219.4700  2219.5400  2187.2400  2207.5300\n",
      "2013-09-25    2207.53  2206.2200  2217.9700  2193.7200  2198.5100\n",
      "2013-09-26    2198.51  2192.2300  2192.2300  2154.7200  2155.8100\n",
      "2013-09-27    2155.81  2150.9600  2165.7800  2149.5900  2160.0300\n",
      "2013-09-30    2160.03  2167.7300  2176.3000  2165.1600  2174.6600\n",
      "2013-10-08    2174.66  2171.9000  2200.0200  2161.4900  2198.2000\n",
      "2013-10-09     2198.2  2191.3900  2212.3500  2185.1800  2211.7700\n",
      "2013-10-10    2211.77  2214.4100  2214.5900  2186.4800  2190.9300\n",
      "2013-10-11    2190.93  2201.4100  2228.8700  2200.5300  2228.1500\n",
      "2013-10-14    2228.15  2232.2200  2242.9800  2226.4000  2237.7700\n",
      "2013-10-15    2237.77  2237.9300  2240.2500  2221.1400  2233.4100\n",
      "2013-10-16    2233.41  2228.1100  2228.1100  2183.4000  2193.0700\n",
      "2013-10-17    2193.07  2201.7100  2211.0300  2183.2500  2188.5400\n",
      "2013-10-18    2188.54  2188.7100  2203.2900  2184.3600  2193.7800\n",
      "2013-10-21    2193.78  2198.1100  2230.2800  2190.3900  2229.2400\n",
      "2013-10-22    2229.24  2227.3400  2227.3400  2204.2400  2210.6500\n",
      "2013-10-23    2210.65  2213.2700  2226.8500  2177.7200  2183.1100\n",
      "2013-10-24    2183.11  2178.8200  2183.4100  2159.8700  2164.3200\n",
      "2013-10-25    2164.32  2163.6900  2170.6100  2122.6800  2132.9500\n",
      "2013-10-28    2132.95  2135.8800  2140.9600  2123.0700  2133.8700\n",
      "2013-10-29    2133.87  2135.2300  2163.6600  2093.2000  2128.8600\n",
      "2013-10-30    2128.86  2126.6900  2161.9300  2121.8400  2160.4600\n",
      "2013-10-31    2160.46  2155.5100  2155.5100  2137.4700  2141.6100\n",
      "2013-11-01    2141.61  2139.8800  2157.3100  2132.6300  2149.5600\n",
      "2013-11-04    2149.56  2156.0900  2160.5800  2143.2100  2149.6300\n",
      "2013-11-05    2149.63  2139.8400  2158.1500  2124.8400  2157.2400\n",
      "2013-11-06    2157.24  2149.3900  2166.1700  2138.7800  2139.6100\n",
      "2013-11-07    2139.61  2136.6300  2141.6000  2119.1900  2129.4000\n",
      "2013-11-08     2129.4  2120.9200  2128.5800  2103.5100  2106.1300\n",
      "2013-11-11    2106.13  2103.3000  2117.2800  2093.6300  2109.4700\n",
      "2013-11-12    2109.47  2110.7200  2127.9400  2108.4000  2126.7700\n",
      "2013-11-13    2126.77  2117.8900  2117.9100  2086.0100  2087.9400\n",
      "2013-11-14    2087.94  2087.1200  2102.3800  2078.9900  2100.5100\n",
      "2013-11-15    2100.51  2100.9000  2153.2100  2100.7900  2135.8300\n",
      "2013-11-18    2135.83  2147.3700  2198.3200  2143.7700  2197.2200\n",
      "2013-11-19    2197.22  2198.3200  2203.3000  2186.1100  2193.1300\n",
      "2013-11-20    2193.13  2201.4700  2207.1100  2186.6400  2206.6100\n",
      "2013-11-21    2206.61  2197.0100  2206.5300  2177.7400  2205.7700\n",
      "2013-11-22    2205.77  2206.4700  2211.0700  2188.7700  2196.3800\n",
      "2013-11-25    2196.38  2186.0600  2209.1500  2181.4200  2186.1100\n",
      "2013-11-26    2186.11  2184.3300  2192.5800  2176.1800  2183.0700\n",
      "2013-11-27    2183.07  2181.7200  2207.6200  2176.8500  2201.0700\n",
      "2013-11-28    2201.07  2204.3800  2234.3900  2202.6200  2219.3700\n",
      "2013-11-29    2219.37  2221.6200  2224.9400  2212.2600  2220.5000\n",
      "2013-12-02     2220.5  2203.1200  2231.9200  2172.6300  2207.3700\n",
      "2013-12-03    2207.37  2196.8200  2227.9300  2193.2500  2222.6700\n",
      "2013-12-04    2222.67  2219.9700  2260.8700  2215.9200  2251.7600\n",
      "2013-12-05    2251.76  2252.7200  2255.2600  2239.1400  2247.0600\n",
      "2013-12-06    2247.06  2242.5600  2248.1500  2228.6300  2237.1100\n",
      "2013-12-09    2237.11  2241.7900  2249.1700  2231.7300  2238.2000\n",
      "2013-12-10     2238.2  2239.8600  2250.5000  2231.6800  2237.4900\n",
      "2013-12-11    2237.49  2228.6300  2228.6300  2193.1600  2204.1700\n",
      "2013-12-12    2204.17  2199.3200  2214.5500  2194.9000  2202.8000\n",
      "2013-12-13     2202.8  2188.2600  2204.6400  2183.8400  2196.0700\n",
      "2013-12-16    2196.07  2197.2300  2201.7000  2159.9900  2160.8600\n",
      "2013-12-17    2160.86  2161.5400  2165.5400  2146.3100  2151.0800\n",
      "2013-12-18    2151.08  2150.4100  2156.5900  2142.6200  2148.2800\n",
      "2013-12-19    2148.28  2153.6700  2159.1400  2126.2500  2127.7900\n",
      "2013-12-20    2127.79  2128.3700  2131.7400  2082.8600  2084.7900\n",
      "2013-12-23    2084.79  2089.5400  2099.5200  2068.5400  2089.7100\n",
      "2013-12-24    2089.71  2094.0700  2111.8000  2079.8100  2092.9100\n",
      "2013-12-25    2092.91  2095.0200  2107.2300  2088.3000  2106.3500\n",
      "2013-12-26    2106.35  2102.6600  2102.6600  2070.5500  2073.1000\n",
      "2013-12-27     2073.1  2074.5900  2110.3600  2069.5900  2101.2500\n",
      "2013-12-30    2101.25  2108.8800  2112.0100  2095.0600  2097.5300\n",
      "2013-12-31    2097.53  2090.6800  2120.2700  2087.4100  2115.9800\n",
      "2014-01-02    2115.98  2112.1300  2113.1100  2101.0200  2109.3900\n",
      "2014-01-03    2109.39  2101.5400  2102.1700  2075.9000  2083.1400\n",
      "2014-01-06    2083.14  2078.6800  2078.6800  2034.0100  2045.7100\n",
      "2014-01-07    2045.71  2034.2200  2052.2800  2029.2500  2047.3200\n",
      "2014-01-08    2047.32  2047.2600  2062.9500  2037.1100  2044.3400\n",
      "2014-01-09    2044.34  2041.7700  2057.2000  2026.4500  2027.6200\n",
      "2014-01-10    2027.62  2023.5400  2029.3000  2008.0100  2013.3000\n",
      "2014-01-13     2013.3  2014.9800  2027.1800  2000.4000  2009.5600\n",
      "2014-01-14    2009.56  2007.1600  2027.4300  2001.1300  2026.8400\n",
      "2014-01-15    2026.84  2024.2300  2027.4100  2010.2000  2023.3500\n",
      "2014-01-16    2023.35  2022.5400  2034.7100  2014.4100  2023.7000\n",
      "2014-01-17     2023.7  2017.5200  2017.8700  2001.3300  2004.9500\n",
      "2014-01-20    2004.95  2001.8900  2005.9400  1984.8200  1991.2500\n",
      "2014-01-21    1991.25  1992.0200  2014.1500  1992.0200  2008.3100\n",
      "2014-01-22    2008.31  2009.9700  2052.3400  2008.9300  2051.7500\n",
      "2014-01-23    2051.75  2048.3300  2052.5300  2039.0500  2042.1800\n",
      "2014-01-24    2042.18  2037.6700  2060.9900  2034.4500  2054.3900\n",
      "2014-01-27    2054.39  2044.2700  2044.8500  2029.6300  2033.3000\n",
      "2014-01-28     2033.3  2036.4000  2047.1300  2026.9900  2038.5100\n",
      "2014-01-29    2038.51  2042.1800  2051.5800  2039.7700  2049.9100\n",
      "2014-01-30    2049.91  2045.9300  2045.9300  2031.4700  2033.0800\n",
      "2014-02-07    2033.08  2022.3200  2044.7300  2014.7000  2044.5000\n",
      "2014-02-10     2044.5  2049.9800  2087.9700  2049.9800  2086.0700\n",
      "2014-02-11    2086.07  2086.1800  2111.0600  2082.5200  2103.6700\n",
      "2014-02-12    2103.67  2103.8300  2110.9000  2096.5100  2109.9500\n",
      "2014-02-13    2109.95  2106.9300  2122.8300  2096.9700  2098.4000\n",
      "2014-02-14     2098.4  2097.3200  2116.1900  2095.0900  2115.8500\n",
      "2014-02-17    2115.85  2124.8800  2136.4500  2117.6900  2135.4100\n",
      "2014-02-18    2135.41  2134.1400  2134.1400  2113.1300  2119.0700\n",
      "2014-02-19    2119.07  2116.9200  2152.9600  2111.1700  2142.5500\n",
      "2014-02-20    2142.55  2152.8900  2177.9800  2136.4800  2138.7800\n",
      "2014-02-21    2138.78  2131.5900  2132.7000  2098.3300  2113.6900\n",
      "2014-02-24    2113.69  2099.7200  2099.7200  2058.7900  2076.6900\n",
      "2014-02-25    2076.69  2077.2800  2087.6200  2026.5400  2034.2200\n",
      "2014-02-26    2034.22  2026.6100  2041.6300  2014.3800  2041.2500\n",
      "2014-02-27    2041.25  2045.1000  2068.3100  2036.3900  2047.3500\n",
      "2014-02-28    2047.35  2040.6200  2058.4900  2020.9300  2056.3000\n",
      "2014-03-03     2056.3  2052.0700  2078.3300  2047.0700  2075.2400\n",
      "2014-03-04    2075.24  2068.1100  2074.0300  2050.1300  2071.4700\n",
      "2014-03-05    2071.47  2073.3000  2074.8200  2050.1800  2053.0800\n",
      "2014-03-06    2053.08  2050.0300  2065.7900  2030.9500  2059.5800\n",
      "2014-03-07    2059.58  2058.3800  2079.4900  2050.4700  2057.9100\n",
      "2014-03-10    2057.91  2042.3500  2042.6300  1995.5500  1999.0700\n",
      "2014-03-11    1999.07  1994.4100  2008.0700  1985.6000  2001.1600\n",
      "2014-03-12    2001.16  1996.2400  2011.0600  1974.3800  1997.6900\n",
      "2014-03-13    1997.69  2000.6900  2029.1200  1996.5300  2019.1100\n",
      "2014-03-14    2019.11  2008.8300  2017.9100  1990.9800  2004.3400\n",
      "2014-03-17    2004.34  2009.8800  2024.3700  1999.2500  2023.6700\n",
      "2014-03-18    2023.67  2026.2200  2034.9200  2020.4100  2025.2000\n",
      "2014-03-19     2025.2  2019.9800  2022.1800  2002.4400  2021.7300\n",
      "2014-03-20    2021.73  2017.2200  2030.8500  1993.0000  1993.4800\n",
      "2014-03-21    1993.48  1987.6800  2052.4700  1986.0700  2047.6200\n",
      "2014-03-24    2047.62  2050.8300  2074.0600  2043.3300  2066.2800\n",
      "2014-03-25    2066.28  2063.3200  2079.5500  2057.4900  2067.3100\n",
      "2014-03-26    2067.31  2070.5700  2074.5700  2057.6500  2063.6700\n",
      "2014-03-27    2063.67  2060.8100  2073.9800  2042.7100  2046.5900\n",
      "2014-03-28    2046.59  2046.8500  2060.1300  2035.2400  2041.7100\n",
      "2014-03-31    2041.71  2043.0500  2048.1300  2024.1800  2033.3100\n",
      "2014-04-01    2033.31  2031.0100  2050.6800  2028.1000  2047.4600\n",
      "2014-04-02    2047.46  2049.4200  2060.7800  2046.7400  2058.9900\n",
      "2014-04-03    2058.99  2063.5000  2066.0100  2037.4500  2043.7000\n",
      "2014-04-04     2043.7  2037.5500  2060.1000  2035.2200  2058.8300\n",
      "2014-04-08    2058.83  2054.5300  2102.4500  2052.9000  2098.2800\n",
      "2014-04-09    2098.28  2100.6500  2108.7500  2095.6400  2105.2400\n",
      "2014-04-10    2105.24  2105.8800  2146.6700  2098.0800  2134.3000\n",
      "2014-04-11     2134.3  2130.3700  2138.6500  2120.1800  2130.5400\n",
      "2014-04-14    2130.54  2127.4100  2134.4300  2116.6100  2131.5400\n",
      "2014-04-15    2131.54  2125.9000  2125.9000  2098.1500  2101.6000\n",
      "2014-04-16     2101.6  2097.2100  2112.0500  2092.1600  2105.1200\n",
      "2014-04-17    2105.12  2108.9500  2110.7200  2095.7100  2098.8900\n",
      "2014-04-18    2098.89  2091.4800  2099.6400  2081.1800  2097.7500\n",
      "2014-04-21    2097.75  2085.9800  2103.0800  2065.2300  2065.8300\n",
      "2014-04-22    2065.83  2062.7900  2073.6600  2047.3300  2072.8300\n",
      "2014-04-23    2072.83  2068.0800  2076.3500  2059.1100  2067.3800\n",
      "2014-04-24    2067.38  2064.1600  2075.7600  2056.1900  2057.0300\n",
      "2014-04-25    2057.03  2060.5400  2065.6400  2035.5700  2036.5200\n",
      "2014-04-28    2036.52  2033.3400  2035.9900  2000.1400  2003.4900\n",
      "2014-04-29    2003.49  2001.9000  2021.6800  1997.6400  2020.3400\n",
      "2014-04-30    2020.34  2020.4400  2029.5400  2016.5800  2026.3600\n",
      "2014-05-05    2026.36  2022.1800  2028.9600  2007.3500  2027.3500\n",
      "2014-05-06    2027.35  2024.2600  2038.7000  2021.4800  2028.0400\n",
      "2014-05-07    2028.04  2023.1500  2024.6300  2008.4500  2010.0800\n",
      "2014-05-08    2010.08  2006.8500  2036.9400  2005.6800  2015.2700\n",
      "2014-05-09    2015.27  2016.5000  2020.4500  2001.3000  2011.1300\n",
      "2014-05-12    2011.13  2022.9300  2055.5100  2016.6400  2052.8700\n",
      "2014-05-13    2052.87  2055.0800  2061.0600  2043.5500  2050.7300\n",
      "2014-05-14    2050.73  2049.2700  2056.5700  2042.7400  2047.9100\n",
      "2014-05-15    2047.91  2044.3800  2047.3200  2022.8600  2024.9700\n",
      "2014-05-16    2024.97  2023.6000  2027.7600  2012.6900  2026.5000\n",
      "2014-05-19     2026.5  2023.0100  2023.2700  1996.0200  2005.1800\n",
      "2014-05-20    2005.18  2011.8500  2018.1600  2002.7600  2008.1200\n",
      "2014-05-21    2008.12  2001.3100  2025.1900  1991.0600  2024.9500\n",
      "2014-05-22    2024.95  2023.1500  2041.9600  2018.8800  2021.2900\n",
      "2014-05-23    2021.29  2020.1200  2034.5700  2017.7400  2034.5700\n",
      "2014-05-26    2034.57  2042.0300  2045.3800  2035.0900  2041.4800\n",
      "2014-05-27    2041.48  2039.7900  2044.1500  2032.8400  2034.5700\n",
      "2014-05-28    2034.57  2034.5600  2052.6600  2029.3400  2050.2300\n",
      "2014-05-29    2050.23  2051.8400  2057.0800  2039.2400  2040.6000\n",
      "2014-05-30     2040.6  2040.3900  2046.9600  2031.3700  2039.2100\n",
      "2014-06-03    2039.21  2039.2000  2049.5800  2037.3000  2038.3100\n",
      "2014-06-04    2038.31  2037.9900  2038.4800  2012.9100  2024.8300\n",
      "2014-06-05    2024.83  2019.4400  2041.7000  2016.1700  2040.8800\n",
      "2014-06-06    2040.88  2040.8600  2041.5700  2022.1600  2029.9600\n",
      "2014-06-09    2029.96  2024.9400  2045.2600  2023.2000  2030.5000\n",
      "2014-06-10     2030.5  2033.2100  2052.7600  2026.3900  2052.5300\n",
      "2014-06-11    2052.53  2049.1300  2056.6300  2045.4100  2054.9500\n",
      "2014-06-12    2054.95  2051.5800  2057.1100  2045.9600  2051.7100\n",
      "2014-06-13    2051.71  2049.2100  2073.6000  2048.6200  2070.7200\n",
      "2014-06-16    2070.72  2070.7000  2087.3200  2069.4400  2085.9800\n",
      "2014-06-17    2085.98  2080.4800  2080.4800  2064.6700  2066.7000\n",
      "2014-06-18     2066.7  2064.3800  2066.9100  2051.7500  2055.5200\n",
      "2014-06-19    2055.52  2054.6200  2059.2600  2017.6500  2023.7300\n",
      "2014-06-20    2023.73  2013.4100  2027.1500  2010.5300  2026.6700\n",
      "2014-06-23    2026.67  2026.2300  2033.3200  2022.9200  2024.3700\n",
      "2014-06-24    2024.37  2023.7000  2034.7100  2021.7500  2033.9300\n",
      "2014-06-25    2033.93  2030.4300  2030.6200  2018.3600  2025.5000\n",
      "2014-06-26     2025.5  2025.6600  2040.7500  2025.3100  2038.6800\n",
      "2014-06-27    2038.68  2031.9100  2043.9800  2025.0700  2036.5100\n",
      "2014-06-30    2036.51  2038.6100  2052.3400  2038.5300  2048.3300\n",
      "2014-07-01    2048.33  2051.2200  2052.6400  2041.9400  2050.3800\n",
      "2014-07-02    2050.38  2049.4900  2060.5900  2044.0400  2059.4200\n",
      "2014-07-03    2059.42  2051.6300  2066.6400  2048.0800  2063.2300\n",
      "2014-07-04    2063.23  2062.3600  2065.0800  2054.2200  2059.3800\n",
      "2014-07-07    2059.38  2058.1300  2064.0400  2050.8900  2059.9300\n",
      "2014-07-08    2059.93  2058.1300  2064.4300  2047.2000  2064.0200\n",
      "2014-07-09    2064.02  2061.6400  2062.4700  2037.6000  2038.6100\n",
      "2014-07-10    2038.61  2036.5400  2045.5300  2034.9600  2038.3400\n",
      "2014-07-11    2038.34  2033.8700  2051.7400  2033.0000  2046.9600\n",
      "2014-07-14    2046.96  2047.7400  2067.3400  2044.9000  2066.6500\n",
      "2014-07-15    2066.65  2065.9000  2070.3600  2059.6800  2070.3600\n",
      "2014-07-16    2070.36  2068.3400  2075.4900  2061.5700  2067.2800\n",
      "2014-07-17    2067.28  2062.8900  2062.8900  2046.1900  2055.5900\n",
      "2014-07-18    2055.59  2047.5000  2067.2300  2046.0000  2059.0700\n",
      "2014-07-21    2059.07  2057.7700  2061.8200  2049.1800  2054.4800\n",
      "2014-07-22    2054.48  2050.5000  2078.0900  2049.8200  2075.4800\n",
      "2014-07-23    2075.48  2074.2000  2088.1900  2072.2300  2078.4900\n",
      "2014-07-24    2078.49  2079.6300  2107.9500  2079.6300  2105.0600\n",
      "2014-07-25    2105.06  2108.7100  2127.2200  2106.7100  2126.6100\n",
      "2014-07-28    2126.61  2135.2500  2181.5000  2135.2500  2177.9500\n",
      "2014-07-29    2177.95  2179.8300  2193.5200  2172.1000  2183.1900\n",
      "2014-07-30    2183.19  2178.1800  2194.5700  2177.2400  2181.2400\n",
      "2014-07-31    2181.24  2179.5400  2202.1300  2173.9000  2201.5600\n",
      "2014-08-01    2201.56  2194.1700  2218.7900  2184.6400  2185.3000\n",
      "2014-08-04     2185.3  2190.0400  2224.0700  2186.9200  2223.3300\n",
      "2014-08-05    2223.33  2224.6300  2226.8400  2206.8500  2219.9500\n",
      "2014-08-06    2219.95  2212.0000  2223.8900  2192.9900  2217.4700\n",
      "2014-08-07    2217.47  2216.6600  2220.5700  2185.7600  2187.6700\n",
      "2014-08-08    2187.67  2188.7100  2199.5800  2180.6000  2194.4300\n",
      "2014-08-11    2194.43  2199.4300  2225.9600  2198.3100  2224.6500\n",
      "2014-08-12    2224.65  2222.7000  2222.9800  2210.0000  2221.5900\n",
      "2014-08-13    2221.59  2223.0500  2230.9900  2202.4400  2222.8800\n",
      "2014-08-14    2222.88  2221.5400  2230.8900  2204.3800  2206.4700\n",
      "2014-08-15    2206.47  2207.2300  2230.8700  2203.2400  2226.7300\n",
      "2014-08-18    2226.73  2229.8000  2242.0300  2228.1300  2239.4700\n",
      "2014-08-19    2239.47  2242.3400  2246.0200  2227.9300  2245.3300\n",
      "2014-08-20    2245.33  2241.6600  2248.9400  2233.8900  2240.2100\n",
      "2014-08-21    2240.21  2239.5700  2240.0800  2211.6300  2230.4600\n",
      "2014-08-22    2230.46  2228.9700  2243.3000  2225.2700  2240.8100\n",
      "2014-08-25    2240.81  2241.1000  2241.5500  2222.0100  2229.2700\n",
      "2014-08-26    2229.27  2225.2900  2232.7800  2200.6200  2207.1100\n",
      "2014-08-27    2207.11  2207.0300  2216.6700  2204.0500  2209.4700\n",
      "2014-08-28    2209.47  2210.4800  2219.4700  2194.8600  2195.8200\n",
      "2014-08-29    2195.82  2198.9500  2218.7000  2193.2600  2217.2000\n",
      "2014-09-01     2217.2  2220.1300  2236.2900  2217.6800  2235.5100\n",
      "2014-09-02    2235.51  2239.6800  2267.5100  2234.3800  2266.0500\n",
      "2014-09-03    2266.05  2268.3900  2290.5500  2268.1000  2288.6300\n",
      "2014-09-04    2288.63  2290.0300  2307.7000  2283.2800  2306.8600\n",
      "2014-09-05    2306.86  2311.3000  2327.5600  2307.4500  2326.4300\n",
      "2014-09-09    2326.43  2328.4300  2331.9200  2315.8900  2326.5300\n",
      "2014-09-10    2326.53  2318.5000  2321.9100  2306.4200  2318.3000\n",
      "2014-09-11     2318.3  2315.7300  2343.5900  2304.6000  2311.6800\n",
      "2014-09-12    2311.68  2308.3500  2331.9500  2302.7800  2331.9500\n",
      "2014-09-15    2331.95  2330.1900  2340.4500  2321.5900  2339.1400\n",
      "2014-09-16    2339.14  2341.0300  2347.9300  2293.8700  2296.5500\n",
      "2014-09-17    2296.55  2298.9800  2309.0500  2282.8000  2307.8900\n",
      "2014-09-18    2307.89  2303.8500  2319.8800  2297.9300  2315.9300\n",
      "2014-09-19    2315.93  2312.9800  2331.5600  2305.5200  2329.4500\n",
      "2014-09-22    2329.45  2323.5500  2323.5500  2284.3800  2289.8700\n",
      "2014-09-23    2289.87  2289.0900  2311.5300  2289.0200  2309.7200\n",
      "2014-09-24    2309.72  2302.2300  2345.7500  2297.8800  2343.5700\n",
      "2014-09-25    2343.57  2352.8600  2365.1500  2336.8000  2345.1000\n",
      "2014-09-26     2345.1  2339.2900  2350.1100  2329.9500  2347.7200\n",
      "2014-09-29    2347.72  2353.7100  2363.0600  2346.5800  2357.7100\n",
      "2014-09-30    2357.71  2361.3200  2365.4900  2354.2700  2363.8700\n",
      "2014-10-08    2363.87  2368.5800  2382.7900  2354.2900  2382.7900\n",
      "2014-10-09    2382.79  2383.8600  2391.3500  2367.1100  2389.3700\n",
      "2014-10-10    2389.37  2380.7600  2386.2800  2365.0700  2374.5400\n",
      "2014-10-13    2374.54  2366.4300  2366.8600  2341.1200  2366.0100\n",
      "2014-10-14    2366.01  2362.8000  2380.5100  2349.1900  2359.4700\n",
      "2014-10-15    2359.47  2358.2300  2374.8100  2344.3700  2373.6700\n",
      "2014-10-16    2373.67  2361.1300  2389.6800  2353.4100  2356.5000\n",
      "2014-10-17     2356.5  2352.7800  2360.6000  2312.8300  2341.1800\n",
      "2014-10-20    2341.18  2346.0500  2357.5100  2340.4600  2356.7300\n",
      "2014-10-21    2356.73  2355.0300  2361.6500  2337.5500  2339.6600\n",
      "2014-10-22    2339.66  2339.2200  2352.1200  2324.5900  2326.5500\n",
      "2014-10-23    2326.55  2322.3200  2329.9300  2297.3300  2302.4200\n",
      "2014-10-24    2302.42  2303.0800  2314.8800  2296.6600  2302.2800\n",
      "2014-10-27    2302.28  2293.5700  2293.6400  2279.8400  2290.4400\n",
      "2014-10-28    2290.44  2294.0100  2338.2800  2294.0100  2337.8700\n",
      "2014-10-29    2337.87  2343.7200  2381.6400  2339.7100  2373.0300\n",
      "2014-10-30    2373.03  2371.8900  2397.2600  2365.9200  2391.0800\n",
      "2014-10-31    2391.08  2393.1800  2423.6000  2384.4800  2420.1800\n",
      "2014-11-03    2420.18  2425.2200  2436.7800  2418.1700  2430.0300\n",
      "2014-11-04    2430.03  2428.2700  2435.2200  2417.2200  2430.6800\n",
      "2014-11-05    2430.68  2432.1700  2434.3600  2415.5000  2419.2500\n",
      "2014-11-06    2419.25  2419.6200  2426.8900  2401.7500  2425.8600\n",
      "2014-11-07    2425.86  2427.9000  2454.4200  2407.4400  2418.1700\n",
      "2014-11-10    2418.17  2436.6300  2474.1600  2428.1800  2473.6700\n",
      "2014-11-11    2473.67  2483.6500  2508.6200  2445.9600  2469.6700\n",
      "2014-11-12    2469.67  2454.6000  2494.9200  2444.8100  2494.4800\n",
      "2014-11-13    2494.48  2495.0000  2507.7400  2471.4100  2485.6100\n",
      "2014-11-14    2485.61  2477.9700  2481.0300  2457.0500  2478.8200\n",
      "2014-11-17    2478.82  2506.8600  2508.7700  2472.4500  2474.0100\n",
      "2014-11-18    2474.01  2474.1800  2477.0500  2449.8100  2456.3700\n",
      "2014-11-19    2456.37  2452.1500  2461.4900  2442.7100  2450.9900\n",
      "2014-11-20    2450.99  2443.2800  2458.3200  2437.4800  2452.6600\n",
      "2014-11-21    2452.66  2452.6400  2488.2000  2446.6500  2486.7900\n",
      "2014-11-24    2486.79  2505.5300  2546.7500  2495.5200  2532.8800\n",
      "2014-11-25    2532.88  2532.0000  2568.3800  2527.0800  2567.6000\n",
      "2014-11-26     2567.6  2572.6500  2605.0700  2570.4000  2604.3400\n",
      "2014-11-27    2604.34  2615.3700  2631.4000  2599.1100  2630.4900\n",
      "2014-11-28    2630.49  2629.6300  2683.1800  2622.0600  2682.8400\n",
      "2014-12-01    2682.84  2691.7200  2720.7400  2668.8400  2680.1600\n",
      "2014-12-02    2680.16  2667.8200  2777.3700  2665.6900  2763.5500\n",
      "2014-12-03    2763.55  2768.6800  2824.1800  2733.8700  2779.5300\n",
      "2014-12-04    2779.53  2783.4700  2900.5100  2772.4300  2899.4600\n",
      "2014-12-05    2899.46  2926.5700  2978.0300  2813.0500  2937.6500\n",
      "2014-12-08    2937.65  2907.8200  3041.6600  2879.8500  3020.2600\n",
      "2014-12-09    3020.26  2992.4900  3091.3200  2834.5900  2856.2700\n",
      "2014-12-10    2856.27  2855.9400  2946.7100  2807.6800  2940.0100\n",
      "2014-12-11    2940.01  2912.3500  2965.6800  2892.6100  2925.7400\n",
      "2014-12-12    2925.74  2929.3600  2962.5100  2914.9600  2938.1700\n",
      "2014-12-15    2938.17  2921.4500  2960.2300  2890.9000  2953.4200\n",
      "2014-12-16    2953.42  2953.8100  3021.9000  2943.9100  3021.5200\n",
      "2014-12-17    3021.52  3031.9500  3076.6000  2993.3300  3061.0200\n",
      "2014-12-18    3061.02  3062.8000  3089.7900  3030.3200  3057.5200\n",
      "2014-12-19    3057.52  3053.0700  3117.5300  3018.4200  3108.6000\n",
      "2014-12-22     3108.6  3129.2700  3189.8700  3090.5100  3127.4500\n",
      "2014-12-23    3127.45  3085.0800  3136.8400  3025.6700  3032.6100\n",
      "2014-12-24    3032.61  3039.2100  3050.5100  2934.9100  2972.5300\n",
      "2014-12-25    2972.53  2992.4600  3073.3400  2969.8700  3072.5400\n",
      "2014-12-26    3072.54  3078.0100  3164.1600  3064.1800  3157.6000\n",
      "2014-12-29     3157.6  3212.5600  3223.8600  3126.9400  3168.0200\n",
      "2014-12-30    3168.02  3160.8000  3190.3000  3130.3500  3165.8200\n",
      "2014-12-31    3165.82  3172.6000  3239.3600  3157.2600  3234.6800\n",
      "2015-01-05    3234.68  3258.6300  3369.2800  3253.8800  3350.5200\n",
      "2015-01-06    3350.52  3330.8000  3394.2200  3303.1800  3351.4500\n",
      "2015-01-07    3351.45  3326.6500  3374.9000  3312.2100  3373.9500\n",
      "2015-01-08    3373.95  3371.9600  3381.5700  3285.0900  3293.4600\n",
      "2015-01-09    3293.46  3276.9700  3404.8300  3267.5100  3285.4100\n",
      "2015-01-12    3285.41  3258.2100  3275.1800  3191.5800  3229.3200\n",
      "2015-01-13    3229.32  3223.5400  3259.3900  3214.4100  3235.3000\n",
      "2015-01-14     3235.3  3242.3400  3268.4800  3193.9800  3222.4400\n",
      "2015-01-15    3222.44  3224.0700  3337.0800  3207.5500  3336.4500\n",
      "2015-01-16    3336.45  3343.6000  3400.3200  3340.4900  3376.4900\n",
      "2015-01-19    3376.49  3189.7300  3262.2100  3095.0700  3116.3500\n",
      "2015-01-20    3116.35  3114.5600  3190.2400  3100.4800  3173.0500\n",
      "2015-01-21    3173.05  3189.0900  3337.0000  3178.3400  3323.6100\n",
      "2015-01-22    3323.61  3327.3200  3352.3800  3293.9800  3343.3400\n",
      "2015-01-23    3343.34  3357.1000  3406.7900  3328.2900  3351.7600\n",
      "2015-01-26    3351.76  3347.2600  3384.8000  3321.3200  3383.1800\n",
      "2015-01-27    3383.18  3389.8500  3390.2200  3290.2200  3352.9600\n",
      "2015-01-28    3352.96  3325.7200  3354.8000  3294.6600  3305.7400\n",
      "2015-01-29    3305.74  3259.0000  3286.7900  3234.2400  3262.3000\n",
      "2015-01-30     3262.3  3273.7500  3288.5000  3210.3100  3210.3600\n",
      "2015-02-02    3210.36  3148.1400  3175.1300  3122.5700  3128.3000\n",
      "2015-02-03     3128.3  3156.0900  3207.9300  3129.7300  3204.9100\n",
      "2015-02-04    3204.91  3212.8200  3238.9800  3171.1400  3174.1300\n",
      "2015-02-05    3174.13  3251.2100  3251.2100  3135.8200  3136.5300\n",
      "2015-02-06    3136.53  3120.0900  3129.5400  3052.9400  3075.9100\n",
      "2015-02-09    3075.91  3063.5100  3119.0300  3049.1100  3095.1200\n",
      "2015-02-10    3095.12  3090.4900  3142.1000  3084.2500  3141.5900\n",
      "2015-02-11    3141.59  3145.7600  3166.4200  3139.0500  3157.7000\n",
      "2015-02-12     3157.7  3157.9600  3181.7700  3134.2400  3173.4200\n",
      "2015-02-13    3173.42  3186.8100  3237.1600  3182.7900  3203.8300\n",
      "2015-02-16    3203.83  3206.1400  3228.8500  3195.8800  3222.3600\n",
      "2015-02-17    3222.36  3230.8800  3255.7200  3230.7700  3246.9100\n",
      "2015-02-25    3246.91  3256.4800  3257.2200  3215.5500  3228.8400\n",
      "2015-02-26    3228.84  3222.1500  3300.6200  3202.1900  3298.3600\n",
      "2015-02-27    3298.36  3296.8300  3324.5500  3291.0100  3310.3000\n",
      "2015-03-02     3310.3  3332.7200  3336.7600  3298.6700  3336.2800\n",
      "2015-03-03    3336.28  3317.7000  3317.7000  3260.4300  3263.0500\n",
      "2015-03-04    3263.05  3264.1800  3286.5900  3250.4800  3279.5300\n",
      "2015-03-05    3279.53  3264.0900  3266.6400  3221.6700  3248.4800\n",
      "2015-03-06    3248.48  3248.0400  3266.9300  3234.5300  3241.1900\n",
      "2015-03-09    3241.19  3224.3100  3307.7000  3198.3700  3302.4100\n",
      "2015-03-10    3302.41  3289.0900  3309.9100  3277.0900  3286.0700\n",
      "2015-03-11    3286.07  3289.5900  3325.0500  3278.4700  3290.9000\n",
      "2015-03-12     3290.9  3314.8100  3360.0500  3300.4900  3349.3200\n",
      "2015-03-13    3349.32  3359.4900  3391.2600  3352.1500  3372.9100\n",
      "2015-03-16    3372.91  3391.1600  3449.3000  3377.0900  3449.3000\n",
      "2015-03-17     3449.3  3469.6000  3504.1200  3459.6900  3502.8500\n",
      "2015-03-18    3502.85  3510.5000  3577.6600  3503.8500  3577.3000\n",
      "2015-03-19     3577.3  3576.0200  3600.6800  3546.8400  3582.2700\n",
      "2015-03-20    3582.27  3587.0800  3632.3400  3569.3800  3617.3200\n",
      "2015-03-23    3617.32  3640.1000  3688.2500  3635.4900  3687.7300\n",
      "2015-03-24    3687.73  3692.5700  3715.8700  3600.7000  3691.4100\n",
      "2015-03-25    3691.41  3680.9500  3693.1500  3634.5600  3660.7300\n",
      "2015-03-26    3660.73  3641.9400  3707.3200  3615.0100  3682.0900\n",
      "2015-03-27    3682.09  3686.1300  3710.4800  3656.8300  3691.1000\n",
      "2015-03-30     3691.1  3710.6100  3795.9300  3710.6100  3786.5700\n",
      "2015-03-31    3786.57  3822.9900  3835.5700  3737.0400  3747.9000\n",
      "2015-04-01     3747.9  3748.3400  3817.0800  3742.2100  3810.2900\n",
      "2015-04-02    3810.29  3827.6900  3835.4500  3775.8900  3825.7800\n",
      "2015-04-03    3825.78  3803.3800  3864.4100  3792.2100  3863.9300\n",
      "2015-04-07    3863.93  3899.4200  3961.6700  3891.7300  3961.3800\n",
      "2015-04-08    3961.38  3976.5300  4000.2200  3903.6500  3994.8100\n",
      "2015-04-09    3994.81  4006.1300  4016.4000  3900.0300  3957.5300\n",
      "2015-04-10    3957.53  3947.4900  4040.3500  3929.3200  4034.3100\n",
      "2015-04-13    4034.31  4072.7200  4128.0700  4057.2900  4121.7200\n",
      "2015-04-14    4121.72  4125.7800  4168.3500  4091.2600  4135.5600\n",
      "2015-04-15    4135.56  4135.6500  4175.4900  4069.0100  4084.1600\n",
      "2015-04-16    4084.16  4055.9200  4195.3100  4031.2400  4194.8200\n",
      "2015-04-17    4194.82  4254.7200  4317.2200  4238.9100  4287.3000\n",
      "2015-04-20     4287.3  4301.3500  4356.0000  4190.6800  4217.0800\n",
      "2015-04-21    4217.08  4212.1900  4294.3800  4188.5700  4293.6200\n",
      "2015-04-22    4293.62  4304.6000  4400.1900  4297.9500  4398.4900\n",
      "2015-04-23    4398.49  4414.4800  4444.4100  4358.8400  4414.5100\n",
      "2015-04-24    4414.51  4355.9500  4416.3800  4318.1200  4393.6900\n",
      "2015-04-27    4393.69  4441.9300  4529.7300  4441.9300  4527.4000\n",
      "2015-04-28     4527.4  4527.6400  4572.3900  4432.9000  4476.2200\n",
      "2015-04-29    4476.22  4446.1200  4499.9400  4398.6400  4476.6200\n",
      "2015-04-30    4476.62  4483.0100  4507.3400  4441.0500  4441.6500\n",
      "2015-05-04    4441.65  4441.3400  4487.5700  4387.4300  4480.4600\n",
      "2015-05-05    4480.46  4479.8500  4488.8600  4282.2400  4298.7100\n",
      "2015-05-06    4298.71  4311.6400  4376.3500  4187.3700  4229.2700\n",
      "2015-05-07    4229.27  4197.9000  4213.7600  4108.0100  4112.2100\n",
      "2015-05-08    4112.21  4152.9800  4206.8600  4099.0400  4205.9200\n",
      "2015-05-11    4205.92  4231.2700  4334.8800  4187.8200  4333.5800\n",
      "2015-05-12    4333.58  4342.3700  4402.3100  4317.9800  4401.2200\n",
      "2015-05-13    4401.22  4402.3800  4415.6300  4342.4800  4375.7600\n",
      "2015-05-14    4375.76  4372.8200  4397.7400  4329.0400  4378.3100\n",
      "2015-05-15    4378.31  4366.8200  4366.8200  4278.5500  4308.6900\n",
      "2015-05-18    4308.69  4277.9000  4324.8300  4260.5100  4283.4900\n",
      "2015-05-19    4283.49  4285.7800  4418.4000  4285.7800  4417.5500\n",
      "2015-05-20    4417.55  4434.9800  4520.5400  4432.2800  4446.2900\n",
      "2015-05-21    4446.29  4456.4400  4530.4800  4438.2600  4529.4200\n",
      "2015-05-22    4529.42  4584.9800  4658.2700  4562.9900  4657.6000\n",
      "2015-05-25     4657.6  4660.0700  4814.6700  4656.8200  4813.8000\n",
      "2015-05-26     4813.8  4854.8500  4911.6900  4779.0700  4910.9000\n",
      "2015-05-27     4910.9  4932.8500  4958.1600  4857.0600  4941.7100\n",
      "2015-05-28    4941.71  4943.7400  4986.5000  4614.2400  4620.2700\n",
      "2015-05-29    4620.27  4603.4700  4698.1900  4431.5600  4611.7400\n",
      "2015-06-01    4611.74  4633.1000  4829.5000  4615.2300  4828.7400\n",
      "2015-06-02    4828.74  4844.7000  4911.5700  4797.5500  4910.5300\n",
      "2015-06-03    4910.53  4924.3800  4942.0600  4822.4400  4909.9800\n",
      "2015-06-04    4909.98  4912.9400  4947.9700  4647.4100  4947.1000\n",
      "2015-06-05     4947.1  5016.0900  5051.6300  4898.0700  5023.1000\n",
      "2015-06-08     5023.1  5045.6900  5146.9500  4997.4800  5131.8800\n",
      "2015-06-09    5131.88  5145.9800  5147.4500  5042.9600  5113.5300\n",
      "2015-06-10    5113.53  5049.2000  5164.1600  5001.4900  5106.0400\n",
      "2015-06-11    5106.04  5101.4400  5122.4600  5050.7700  5121.5900\n",
      "2015-06-12    5121.59  5143.3400  5178.1900  5103.4000  5166.3500\n",
      "2015-06-15    5166.35  5174.4200  5176.8000  5048.7400  5062.9900\n",
      "2015-06-16    5062.99  5004.4100  5029.6800  4842.1000  4887.4300\n",
      "2015-06-17    4887.43  4890.5500  4983.6600  4767.2200  4967.9000\n",
      "2015-06-18     4967.9  4942.5200  4966.7700  4780.8700  4785.3600\n",
      "2015-06-19    4785.36  4689.9300  4744.0800  4476.5000  4478.3600\n",
      "2015-06-23    4478.36  4471.6100  4577.9400  4264.7700  4576.4900\n",
      "2015-06-24    4576.49  4604.5800  4691.7700  4552.1300  4690.1500\n",
      "2015-06-25    4690.15  4711.7600  4720.7000  4483.5500  4527.7800\n",
      "2015-06-26    4527.78  4399.9300  4456.9000  4139.5300  4192.8700\n",
      "2015-06-29    4192.87  4289.7700  4297.4800  3875.0500  4053.0300\n",
      "2015-06-30    4053.03  4006.7500  4279.9700  3847.8800  4277.2200\n",
      "2015-07-01    4277.22  4214.1500  4317.0500  4043.3700  4053.7000\n",
      "2015-07-02     4053.7  4058.6200  4080.3900  3795.2500  3912.7700\n",
      "2015-07-03    3912.77  3793.7100  3927.1300  3629.5600  3686.9200\n",
      "2015-07-06    3686.92  3975.2100  3975.2100  3653.0400  3775.9100\n",
      "2015-07-07    3775.91  3654.7800  3750.5700  3585.4000  3727.1300\n",
      "2015-07-08    3727.13  3467.4000  3599.2500  3421.5300  3507.1900\n",
      "2015-07-09    3507.19  3432.4500  3748.4800  3373.5400  3709.3300\n",
      "2015-07-10    3709.33  3707.4600  3959.2200  3677.4300  3877.8000\n",
      "2015-07-13     3877.8  3918.9900  4030.2000  3858.6400  3970.3900\n",
      "2015-07-14    3970.39  3958.3700  4035.4300  3855.5600  3924.4900\n",
      "2015-07-15    3924.49  3874.9700  3914.2700  3741.2500  3805.7000\n",
      "2015-07-16     3805.7  3758.5100  3877.5100  3688.4400  3823.1800\n",
      "2015-07-17    3823.18  3831.4200  3994.4800  3814.1500  3957.3500\n",
      "2015-07-20    3957.35  3948.4200  4021.3300  3927.1200  3992.1100\n",
      "2015-07-21    3992.11  3939.9000  4041.8200  3912.8000  4017.6800\n",
      "2015-07-22    4017.68  3996.4300  4042.3400  3960.8600  4026.0500\n",
      "2015-07-23    4026.05  4022.2700  4132.6100  4019.0400  4123.9200\n",
      "2015-07-24    4123.92  4124.7600  4184.4500  4044.8300  4070.9100\n",
      "2015-07-27    4070.91  3985.5700  4051.1600  3720.4400  3725.5600\n",
      "2015-07-28    3725.56  3573.1400  3762.5300  3537.3600  3663.0000\n",
      "2015-07-29       3663  3689.8200  3792.0700  3612.0600  3789.1700\n",
      "2015-07-30    3789.17  3773.7900  3844.3700  3685.9600  3705.7700\n",
      "2015-07-31    3705.77  3655.6700  3729.5100  3620.1700  3663.7300\n",
      "2015-08-03    3663.73  3614.9900  3648.9400  3549.5000  3622.9100\n",
      "2015-08-04    3622.91  3621.8600  3757.0300  3601.2900  3756.5500\n",
      "2015-08-05    3756.55  3745.6500  3782.3500  3676.3900  3694.5700\n",
      "2015-08-06    3694.57  3625.5000  3710.5700  3614.7400  3661.5400\n",
      "2015-08-07    3661.54  3692.6100  3756.7400  3686.3000  3744.2000\n",
      "2015-08-10     3744.2  3786.0300  3943.6200  3775.8500  3928.4200\n",
      "2015-08-11    3928.42  3928.8100  3970.3400  3891.1800  3927.9100\n",
      "2015-08-12    3927.91  3881.2300  3937.7700  3871.1400  3886.3200\n",
      "2015-08-13    3886.32  3869.9100  3955.7900  3838.1600  3954.5600\n",
      "2015-08-14    3954.56  3976.4100  4000.6800  3939.8400  3965.3300\n",
      "2015-08-17    3965.33  3947.8400  3994.5400  3907.4000  3993.6700\n",
      "2015-08-18    3993.67  3999.1300  4006.3400  3743.3900  3748.1600\n",
      "2015-08-19    3748.16  3646.8000  3811.4300  3558.3800  3794.1100\n",
      "2015-08-20    3794.11  3754.5700  3788.0100  3663.6100  3664.2900\n",
      "2015-08-21    3664.29  3609.9600  3652.8400  3490.5400  3507.7400\n",
      "2015-08-24    3507.74  3373.4800  3388.3600  3191.8800  3209.9100\n",
      "2015-08-25    3209.91  3004.1300  3123.0300  2947.9400  2964.9700\n",
      "2015-08-26    2964.97  2980.7900  3092.0400  2850.7100  2927.2900\n",
      "2015-08-27    2927.29  2978.0300  3085.4200  2906.4900  3083.5900\n",
      "2015-08-28    3083.59  3125.2600  3235.8400  3102.9500  3232.3500\n",
      "2015-08-31    3232.35  3203.5600  3207.8600  3109.1600  3205.9900\n",
      "2015-09-01    3205.99  3157.8300  3180.3300  3053.7400  3166.6200\n",
      "2015-09-02    3166.62  3027.6800  3194.4800  3019.0900  3160.1700\n",
      "2015-09-07    3160.17  3149.3800  3217.5800  3066.3000  3080.4200\n",
      "2015-09-08    3080.42  3054.4400  3174.7100  3011.1200  3170.4500\n",
      "2015-09-09    3170.45  3182.5500  3256.7400  3165.7000  3243.0900\n",
      "2015-09-10    3243.09  3190.5500  3243.2800  3178.9000  3197.8900\n",
      "2015-09-11    3197.89  3189.4800  3223.7600  3163.4500  3200.2300\n",
      "2015-09-14    3200.23  3221.1700  3229.4800  3049.2300  3114.8000\n",
      "2015-09-15     3114.8  3043.8000  3081.7000  2983.9200  3005.1700\n",
      "2015-09-16    3005.17  2998.0400  3182.9300  2983.5400  3152.2600\n",
      "2015-09-17    3152.26  3131.9800  3204.7000  3085.3100  3086.0600\n",
      "2015-09-18    3086.06  3100.2800  3122.0500  3070.3400  3097.9200\n",
      "2015-09-21    3097.92  3072.0900  3159.8800  3060.8600  3156.5400\n",
      "2015-09-22    3156.54  3161.3200  3213.4800  3152.4800  3185.6200\n",
      "2015-09-23    3185.62  3137.7200  3164.0400  3104.7400  3115.8900\n",
      "2015-09-24    3115.89  3126.4900  3151.1600  3109.6900  3142.6900\n",
      "2015-09-25    3142.69  3130.8500  3149.9500  3063.0000  3092.3500\n",
      "2015-09-28    3092.35  3085.5700  3103.0700  3042.3100  3100.7600\n",
      "2015-09-29    3100.76  3055.2200  3068.3000  3021.1600  3038.1400\n",
      "2015-09-30    3038.14  3052.8400  3073.3000  3039.7400  3052.7800\n",
      "2015-10-08    3052.78  3156.0700  3172.2800  3133.1300  3143.3600\n",
      "2015-10-09    3143.36  3146.6400  3192.7200  3137.7900  3183.1500\n",
      "2015-10-12    3183.15  3193.5400  3318.7100  3188.4100  3287.6600\n",
      "2015-10-13    3287.66  3262.1600  3298.6300  3253.2500  3293.2300\n",
      "2015-10-14    3293.23  3280.0200  3307.3200  3256.2500  3262.4400\n",
      "2015-10-15    3262.44  3255.0300  3338.3000  3254.3900  3338.0700\n",
      "2015-10-16    3338.07  3358.3000  3393.0200  3334.8500  3391.3500\n",
      "2015-10-19    3391.35  3401.6300  3423.4000  3355.5700  3386.7000\n",
      "2015-10-20     3386.7  3377.5500  3425.5200  3357.8600  3425.3300\n",
      "2015-10-21    3425.33  3428.5600  3447.2600  3265.4400  3320.6800\n",
      "2015-10-22    3320.68  3292.2900  3373.7800  3282.9900  3368.7400\n",
      "2015-10-23    3368.74  3377.5500  3422.0200  3360.2200  3412.4300\n",
      "2015-10-26    3412.43  3448.6500  3457.5200  3402.0000  3429.5800\n",
      "2015-10-27    3429.58  3409.1400  3441.5700  3332.6200  3434.3400\n",
      "2015-10-28    3434.34  3417.0100  3439.7600  3367.2300  3375.2000\n",
      "2015-10-29     3375.2  3387.7700  3411.7100  3362.5100  3387.3200\n",
      "2015-10-30    3387.32  3380.2800  3417.2000  3346.5900  3382.5600\n",
      "2015-11-02    3382.56  3337.5800  3391.0600  3322.3100  3325.0800\n",
      "2015-11-03    3325.08  3330.3200  3346.2700  3302.1800  3316.7000\n",
      "2015-11-04     3316.7  3325.6200  3459.6500  3325.6200  3459.6400\n",
      "2015-11-05    3459.64  3459.2200  3585.6600  3455.5300  3522.8200\n",
      "2015-11-06    3522.82  3514.4400  3596.3800  3508.8300  3590.0300\n",
      "2015-11-09    3590.03  3588.5000  3673.7600  3588.5000  3646.8800\n",
      "2015-11-10    3646.88  3617.4000  3669.5300  3607.8900  3640.4900\n",
      "2015-11-11    3640.49  3635.0000  3654.8800  3605.6200  3650.2500\n",
      "2015-11-12    3650.25  3656.8200  3659.3100  3603.2300  3632.9000\n",
      "2015-11-13     3632.9  3600.7600  3632.5600  3564.8100  3580.8400\n",
      "2015-11-16    3580.84  3522.4600  3607.6100  3519.4200  3606.9600\n",
      "2015-11-17    3606.96  3629.9800  3678.2700  3598.0700  3604.8000\n",
      "2015-11-18     3604.8  3605.0600  3617.0700  3558.7000  3568.4700\n",
      "2015-11-19    3568.47  3573.7800  3618.2100  3561.0400  3617.0600\n",
      "2015-11-20    3617.06  3620.7900  3640.5300  3607.9200  3630.5000\n",
      "2015-11-23     3630.5  3630.8700  3654.7500  3598.8700  3610.3100\n",
      "2015-11-24    3610.31  3602.8900  3616.4800  3563.1000  3616.1100\n",
      "2015-11-25    3616.11  3614.0700  3648.3700  3607.5200  3647.9300\n",
      "2015-11-26    3647.93  3659.5700  3668.3800  3629.8600  3635.5500\n",
      "2015-11-27    3635.55  3616.5400  3621.9000  3412.4300  3436.3000\n",
      "2015-11-30     3436.3  3433.8600  3470.3700  3327.8100  3445.4000\n",
      "2015-12-01     3445.4  3442.4400  3483.4100  3417.5500  3456.3100\n",
      "2015-12-02    3456.31  3450.2800  3538.8500  3427.6600  3536.9100\n",
      "2015-12-03    3536.91  3525.7300  3591.7300  3517.2300  3584.8200\n",
      "2015-12-04    3584.82  3558.1500  3568.9700  3510.4100  3524.9900\n",
      "2015-12-07    3524.99  3529.8100  3543.9500  3506.6200  3536.9300\n",
      "2015-12-08    3536.93  3518.6500  3518.6500  3466.7900  3470.0700\n",
      "2015-12-09    3470.07  3462.5800  3495.7000  3454.8800  3472.4400\n",
      "2015-12-10    3472.44  3469.8100  3503.6500  3446.2700  3455.5000\n",
      "2015-12-11     3455.5  3441.6000  3455.5500  3410.9200  3434.5800\n",
      "2015-12-14    3434.58  3403.5100  3521.7800  3399.2800  3520.6700\n",
      "2015-12-15    3520.67  3518.1300  3529.9600  3496.8500  3510.3500\n",
      "2015-12-16    3510.35  3522.0900  3538.6900  3506.2900  3516.1900\n",
      "2015-12-17    3516.19  3533.6300  3583.4100  3533.6300  3580.0000\n",
      "2015-12-18       3580  3574.9400  3614.7000  3568.1600  3578.9600\n",
      "2015-12-21    3578.96  3568.5800  3651.0600  3565.7500  3642.4700\n",
      "2015-12-22    3642.47  3645.9900  3652.6300  3616.8700  3651.7700\n",
      "2015-12-23    3651.77  3653.2800  3684.5700  3633.0300  3636.0900\n",
      "2015-12-24    3636.09  3631.3100  3640.2200  3572.2800  3612.4900\n",
      "2015-12-25    3612.49  3614.0500  3635.2600  3601.7400  3627.9100\n",
      "2015-12-28    3627.91  3635.7700  3641.5900  3533.7800  3533.7800\n",
      "2015-12-29    3533.78  3528.4000  3564.1700  3515.5200  3563.7400\n",
      "2015-12-30    3563.74  3566.7300  3573.6800  3538.1100  3572.8800\n",
      "2015-12-31    3572.88  3570.4700  3580.6000  3538.3500  3539.1800\n",
      "2016-01-04    3539.18  3536.5900  3538.6900  3295.7400  3296.2600\n",
      "2016-01-05    3296.26  3196.6500  3328.1400  3189.6000  3287.7100\n",
      "2016-01-06    3287.71  3291.1900  3362.9700  3288.9300  3361.8400\n",
      "2016-01-07    3361.84  3309.6600  3309.6600  3115.8900  3125.0000\n",
      "2016-01-08       3125  3194.6300  3235.4500  3056.8800  3186.4100\n",
      "2016-01-11    3186.41  3131.8500  3166.2200  3016.7000  3016.7000\n",
      "2016-01-12     3016.7  3026.1600  3047.6600  2978.4600  3022.8600\n",
      "2016-01-13    3022.86  3041.1100  3059.0100  2949.2900  2949.6000\n",
      "2016-01-14     2949.6  2874.0500  3012.2900  2867.5500  3007.6500\n",
      "2016-01-15    3007.65  2988.0500  3001.7100  2883.8700  2900.9700\n",
      "2016-01-18    2900.97  2847.5400  2945.4500  2844.7000  2913.8400\n",
      "2016-01-19    2913.84  2914.4100  3012.0700  2906.4000  3007.7400\n",
      "2016-01-20    3007.74  2993.0100  3016.2800  2951.9200  2976.6900\n",
      "2016-01-21    2976.69  2934.3900  2998.7900  2880.0800  2880.4800\n",
      "2016-01-22    2880.48  2911.1100  2931.3600  2851.7300  2916.5600\n",
      "2016-01-25    2916.56  2934.0800  2955.7800  2911.8300  2938.5100\n",
      "2016-01-26    2938.51  2907.7200  2911.9900  2743.8400  2749.7900\n",
      "2016-01-27    2749.79  2756.0800  2768.7700  2638.3000  2735.5600\n",
      "2016-01-28    2735.56  2711.1600  2740.5400  2647.4900  2655.6600\n",
      "2016-01-29    2655.66  2652.8500  2755.3700  2649.7900  2737.6000\n",
      "2016-02-01     2737.6  2730.9800  2735.2600  2655.6200  2688.8500\n",
      "2016-02-02    2688.85  2687.9800  2755.1600  2687.9800  2749.5700\n",
      "2016-02-03    2749.57  2719.5700  2746.0700  2696.8800  2739.2500\n",
      "2016-02-04    2739.25  2751.4300  2793.3000  2751.3100  2781.0200\n",
      "2016-02-05    2781.02  2783.0800  2790.0600  2762.1600  2763.4900\n",
      "2016-02-15    2763.49  2684.9600  2760.3600  2682.0900  2746.2000\n",
      "2016-02-16     2746.2  2758.5800  2840.6200  2758.5800  2836.5700\n",
      "2016-02-17    2836.57  2829.7600  2868.7000  2824.3600  2867.3400\n",
      "2016-02-18    2867.34  2881.7800  2893.2100  2857.7000  2862.8900\n",
      "2016-02-19    2862.89  2854.9000  2872.7200  2840.4900  2860.0200\n",
      "2016-02-22    2860.02  2888.6000  2933.9600  2880.3500  2927.1800\n",
      "2016-02-23    2927.18  2925.7100  2928.0500  2872.2800  2903.3300\n",
      "2016-02-24    2903.33  2889.8800  2929.8700  2872.2700  2928.9000\n",
      "2016-02-25     2928.9  2922.2400  2922.2400  2729.8500  2741.2500\n",
      "2016-02-26    2741.25  2760.0600  2784.7500  2715.8700  2767.2100\n",
      "2016-02-29    2767.21  2754.8100  2755.8900  2638.9600  2687.9800\n",
      "2016-03-01    2687.98  2688.3800  2747.5600  2668.7600  2733.1700\n",
      "2016-03-02    2733.17  2733.7700  2852.7000  2732.5400  2849.6800\n",
      "2016-03-03    2849.68  2847.3300  2878.4500  2840.8700  2859.7600\n",
      "2016-03-04    2859.76  2848.5400  2880.3700  2808.8500  2874.1500\n",
      "2016-03-07    2874.15  2886.6400  2911.8400  2871.3500  2897.3400\n",
      "2016-03-08    2897.34  2895.6700  2902.6200  2802.5600  2901.3900\n",
      "2016-03-09    2901.39  2839.4100  2863.0100  2811.7200  2862.5600\n",
      "2016-03-10    2862.56  2847.5700  2863.1800  2803.4800  2804.7300\n",
      "2016-03-11    2804.73  2781.6000  2815.6100  2772.5500  2810.3100\n",
      "2016-03-14    2810.31  2830.0800  2889.8200  2823.0300  2859.5000\n",
      "2016-03-15     2859.5  2853.9800  2865.7900  2819.7900  2864.3700\n",
      "2016-03-16    2864.37  2858.7100  2881.5300  2854.1900  2870.4300\n",
      "2016-03-17    2870.43  2875.4100  2921.0000  2857.1900  2904.8300\n",
      "2016-03-18    2904.83  2915.5200  2971.5500  2908.7400  2955.1500\n",
      "2016-03-21    2955.15  2978.4600  3028.3200  2973.7600  3018.8000\n",
      "2016-03-22     3018.8  3001.6300  3019.1000  2988.4300  2999.3600\n",
      "2016-03-23    2999.36  2991.1700  3012.5600  2980.8600  3009.9600\n",
      "2016-03-24    3009.96  2986.8000  2998.1500  2960.5400  2960.9700\n",
      "2016-03-25    2960.97  2956.2000  2981.4100  2952.1100  2979.4300\n",
      "2016-03-28    2979.43  2988.0100  3008.1700  2948.5300  2957.8200\n",
      "2016-03-29    2957.82  2956.7100  2962.2000  2905.2500  2919.8300\n",
      "2016-03-30    2919.83  2941.2200  3001.1100  2941.2200  3000.6400\n",
      "2016-03-31    3000.64  3009.3700  3023.4100  2992.9200  3003.9200\n",
      "2016-04-01    3003.92  2997.0900  3009.6700  2956.2500  3009.5300\n",
      "2016-04-05    3009.53  3000.9400  3057.3300  2993.1500  3053.0700\n",
      "2016-04-06    3053.07  3039.7400  3059.7900  3029.0000  3050.5900\n",
      "2016-04-07    3050.59  3058.3400  3062.3600  3007.0600  3008.4200\n",
      "2016-04-08    3008.42  2988.2000  2996.1700  2960.4600  2984.9600\n",
      "2016-04-11    2984.96  3006.9100  3048.9800  3006.9100  3033.9600\n",
      "2016-04-12    3033.96  3031.3000  3036.8200  3001.3200  3023.6500\n",
      "2016-04-13    3023.65  3041.3600  3097.1600  3041.3600  3066.6400\n",
      "2016-04-14    3066.64  3080.0900  3086.7000  3056.9900  3082.3600\n",
      "2016-04-15    3082.36  3085.0300  3089.9500  3066.8700  3078.1200\n",
      "2016-04-18    3078.12  3058.4600  3058.4600  3022.9700  3033.6600\n",
      "2016-04-19    3033.66  3047.1300  3054.5000  3024.9000  3042.8200\n",
      "2016-04-20    3042.82  3050.3800  3055.6900  2905.0500  2972.5800\n",
      "2016-04-21    2972.58  2954.3700  2990.6700  2943.4600  2952.8900\n",
      "2016-04-22    2952.89  2933.0300  2960.2100  2926.7800  2959.2400\n",
      "2016-04-25    2959.24  2949.9700  2954.0900  2917.0200  2946.6700\n",
      "2016-04-26    2946.67  2944.7200  2965.4300  2933.9700  2964.7000\n",
      "2016-04-27     2964.7  2967.1900  2976.0200  2949.4300  2953.6700\n",
      "2016-04-28    2953.67  2955.7400  2959.5100  2916.3700  2945.5900\n",
      "2016-04-29    2945.59  2935.3800  2950.5800  2930.3600  2938.3200\n",
      "2016-05-03    2938.32  2940.3900  2993.5300  2929.8100  2992.6400\n",
      "2016-05-04    2992.64  2983.0300  3004.4200  2978.3300  2991.2700\n",
      "2016-05-05    2991.27  2987.0200  2999.1200  2977.2000  2997.8400\n",
      "2016-05-06    2997.84  2998.4000  3003.5900  2913.0400  2913.2500\n",
      "2016-05-09    2913.25  2896.1600  2896.1600  2821.8300  2832.1100\n",
      "2016-05-10    2832.11  2822.3300  2845.2400  2820.1600  2832.5900\n",
      "2016-05-11    2832.59  2843.5400  2857.2500  2818.7000  2837.0400\n",
      "2016-05-12    2837.04  2812.1100  2839.2800  2781.2400  2835.8600\n",
      "2016-05-13    2835.86  2828.4600  2850.0900  2814.1100  2827.1100\n",
      "2016-05-16    2827.11  2816.7800  2851.2300  2804.9900  2850.8600\n",
      "2016-05-17    2850.86  2850.9300  2860.3200  2832.4600  2843.6800\n",
      "2016-05-18    2843.68  2828.1800  2828.2600  2781.4200  2807.5100\n",
      "2016-05-19    2807.51  2802.3100  2829.4000  2801.5500  2806.9100\n",
      "2016-05-20    2806.91  2792.8900  2825.9500  2785.0800  2825.4800\n",
      "2016-05-23    2825.48  2826.3100  2848.0700  2826.2600  2843.6400\n",
      "2016-05-24    2843.64  2839.6800  2839.7000  2807.1900  2821.6700\n",
      "2016-05-25    2821.67  2835.0300  2843.1600  2807.7500  2815.0900\n",
      "2016-05-26    2815.09  2813.5400  2827.0900  2780.7600  2822.4400\n",
      "2016-05-27    2822.44  2817.9700  2832.8000  2809.8000  2821.0500\n",
      "2016-05-30    2821.05  2814.6500  2830.9700  2794.6600  2822.4500\n",
      "2016-05-31    2822.45  2822.5900  2917.1400  2822.5900  2916.6200\n",
      "2016-06-01    2916.62  2917.1500  2929.0800  2909.5100  2913.5100\n",
      "2016-06-02    2913.51  2911.2200  2925.6700  2906.5200  2925.2300\n",
      "2016-06-03    2925.23  2929.7900  2945.5200  2915.1800  2938.6800\n",
      "2016-06-06    2938.68  2940.9900  2945.9400  2922.2800  2934.1000\n",
      "2016-06-07     2934.1  2936.2800  2938.4400  2923.5000  2936.0400\n",
      "2016-06-08    2936.04  2932.3800  2937.9900  2908.3700  2927.1600\n",
      "2016-06-13    2927.16  2897.2700  2911.1600  2832.5100  2833.0700\n",
      "2016-06-14    2833.07  2824.2300  2843.4600  2822.0600  2842.1900\n",
      "2016-06-15    2842.19  2814.6900  2894.2600  2811.7800  2887.2100\n",
      "2016-06-16    2887.21  2878.4000  2887.7400  2865.3900  2872.8200\n",
      "2016-06-17    2872.82  2873.0100  2900.3000  2872.1800  2885.1100\n",
      "2016-06-20    2885.11  2887.6400  2891.6600  2864.0200  2888.8100\n",
      "2016-06-21    2888.81  2898.3800  2919.3000  2869.1800  2878.5600\n",
      "2016-06-22    2878.56  2872.7300  2905.9800  2869.5100  2905.5500\n",
      "2016-06-23    2905.55  2902.4000  2904.1100  2878.6600  2891.9600\n",
      "2016-06-24    2891.96  2883.7600  2899.5700  2807.6000  2854.2900\n",
      "2016-06-27    2854.29  2840.5600  2895.7300  2840.2800  2895.7000\n",
      "2016-06-28     2895.7  2885.0100  2913.5800  2878.8200  2912.5600\n",
      "2016-06-29    2912.56  2918.5300  2934.0000  2915.0600  2931.5900\n",
      "2016-06-30    2931.59  2931.4800  2938.1400  2922.3100  2929.6100\n",
      "2016-07-01    2929.61  2931.8000  2944.9900  2925.8100  2932.4800\n",
      "2016-07-04    2932.48  2924.2900  2992.5000  2922.5200  2988.6000\n",
      "2016-07-05     2988.6  2991.7500  3010.2800  2990.6400  3006.3900\n",
      "2016-07-06    3006.39  2998.5200  3017.6500  2984.8300  3017.2900\n",
      "2016-07-07    3017.29  3009.3500  3024.1100  2994.6400  3016.8500\n",
      "2016-07-08    3016.85  3000.3300  3001.5500  2983.8800  2988.0900\n",
      "2016-07-11    2988.09  2993.7500  3022.9400  2990.9100  2994.9200\n",
      "2016-07-12    2994.92  2992.5200  3049.6800  2984.4200  3049.3800\n",
      "2016-07-13    3049.38  3049.5100  3069.0500  3048.2000  3060.6900\n",
      "2016-07-14    3060.69  3054.9700  3057.0500  3036.5200  3054.0200\n",
      "2016-07-15    3054.02  3056.6800  3062.6800  3044.5400  3054.3000\n",
      "2016-07-18     3054.3  3047.6400  3058.3200  3031.6400  3043.5600\n",
      "2016-07-19    3043.56  3040.2300  3043.6000  3014.2900  3036.6000\n",
      "2016-07-20     3036.6  3034.7100  3043.0000  3022.6300  3027.9000\n",
      "2016-07-21     3027.9  3027.6000  3053.3300  3027.3700  3039.0100\n",
      "2016-07-22    3039.01  3038.1200  3039.2700  3007.4600  3012.8200\n",
      "2016-07-25    3012.82  3008.0900  3027.1200  3003.2900  3015.8300\n",
      "2016-07-26    3015.83  3014.0400  3050.6100  3013.8000  3050.1700\n",
      "2016-07-27    3050.17  3050.3700  3057.4200  2939.2300  2992.0000\n",
      "2016-07-28       2992  2980.5000  3003.3600  2968.1800  2994.3200\n",
      "2016-07-29    2994.32  2992.5400  3000.0500  2972.9200  2979.3400\n",
      "2016-08-01    2979.34  2971.9500  2972.8800  2931.9600  2953.3900\n",
      "2016-08-02    2953.39  2950.0800  2971.2800  2946.6400  2971.2800\n",
      "2016-08-03    2971.28  2963.2100  2981.1600  2956.7900  2978.4600\n",
      "2016-08-04    2978.46  2976.4100  2982.8600  2958.9300  2982.4300\n",
      "2016-08-05    2982.43  2978.7800  2991.6800  2971.5600  2976.7000\n",
      "2016-08-08     2976.7  2972.6200  3004.7200  2959.0500  3004.2800\n",
      "2016-08-09    3004.28  3001.3100  3025.9100  2998.6800  3025.6800\n",
      "2016-08-10    3025.68  3023.4700  3033.2000  3017.0900  3018.7500\n",
      "2016-08-11    3018.75  3013.6800  3038.0500  3001.1700  3002.6400\n",
      "2016-08-12    3002.64  3000.2700  3051.0500  2999.0400  3050.6700\n",
      "2016-08-15    3050.67  3056.4800  3137.4800  3053.8700  3125.2000\n",
      "2016-08-16     3125.2  3130.5300  3140.4400  3102.0700  3110.0400\n",
      "2016-08-17    3110.04  3106.9900  3114.2500  3090.2800  3109.5500\n",
      "2016-08-18    3109.55  3107.7500  3125.5800  3093.3200  3104.1100\n",
      "2016-08-19    3104.11  3100.3900  3113.3400  3082.7700  3108.1000\n",
      "2016-08-22     3108.1  3107.3800  3112.7400  3083.5900  3084.8100\n",
      "2016-08-23    3084.81  3081.5700  3101.1100  3073.5300  3089.7100\n",
      "2016-08-24    3089.71  3092.0200  3097.1500  3079.5500  3085.8800\n",
      "2016-08-25    3085.88  3073.4400  3073.4400  3041.5100  3068.3300\n",
      "2016-08-26    3068.33  3069.8500  3087.6500  3063.8900  3070.3100\n",
      "2016-08-29    3070.31  3068.4600  3074.9400  3058.7900  3070.0300\n",
      "2016-08-30    3070.03  3071.4400  3082.9900  3065.9700  3074.6800\n",
      "2016-08-31    3074.68  3072.9200  3087.7000  3063.4000  3085.4900\n",
      "2016-09-01    3085.49  3083.9600  3088.7000  3062.8800  3063.3100\n",
      "2016-09-02    3063.31  3057.4900  3072.5300  3050.4900  3067.3500\n",
      "2016-09-05    3067.35  3070.7100  3085.4900  3065.3300  3072.1000\n",
      "2016-09-06     3072.1  3071.0600  3095.5100  3053.1900  3090.7100\n",
      "2016-09-07    3090.71  3091.3300  3105.6800  3087.8800  3091.9300\n",
      "2016-09-08    3091.93  3089.9500  3096.7800  3083.9000  3095.9500\n",
      "2016-09-09    3095.95  3095.4300  3101.7900  3078.2200  3078.8500\n",
      "2016-09-12    3078.85  3037.5100  3040.9500  2999.9300  3021.9800\n",
      "2016-09-13    3021.98  3025.0300  3029.7200  3008.7400  3023.5100\n",
      "2016-09-14    3023.51  3008.9000  3017.9400  2995.4200  3002.8500\n",
      "2016-09-19    3002.85  3005.3200  3026.6500  3005.3200  3026.0500\n",
      "2016-09-20    3026.05  3027.1700  3027.8200  3015.8800  3023.0000\n",
      "2016-09-21       3023  3021.5800  3032.4500  3017.5400  3025.8700\n",
      "2016-09-22    3025.87  3038.4200  3054.4400  3035.0700  3042.3100\n",
      "2016-09-23    3042.31  3044.7900  3046.8000  3032.8000  3033.9000\n",
      "2016-09-26     3033.9  3028.2400  3028.2400  2980.1200  2980.4300\n",
      "2016-09-27    2980.43  2974.5900  2998.2300  2969.1300  2998.1700\n",
      "2016-09-28    2998.17  3000.7000  3000.7000  2984.3200  2987.8600\n",
      "2016-09-29    2987.86  2992.1700  3009.2000  2991.9100  2998.4800\n",
      "2016-09-30    2998.48  2994.2500  3009.2000  2993.0600  3004.7000\n",
      "2016-10-10     3004.7  3020.4600  3048.2400  3014.6200  3048.1400\n",
      "2016-10-11    3048.14  3051.6200  3066.1000  3048.0200  3065.2500\n",
      "2016-10-12    3065.25  3057.3200  3060.5100  3048.8900  3058.5000\n",
      "2016-10-13     3058.5  3057.9700  3065.0000  3052.6400  3061.3500\n",
      "2016-10-14    3061.35  3056.9900  3064.7900  3043.1800  3063.8100\n",
      "2016-10-17    3063.81  3064.6900  3068.8100  3033.7500  3041.1700\n",
      "2016-10-18    3041.17  3037.4000  3084.1900  3037.4000  3083.8800\n",
      "2016-10-19    3083.88  3085.7500  3096.2200  3076.7700  3084.7200\n",
      "2016-10-20    3084.72  3084.9100  3089.6800  3076.2900  3084.4600\n",
      "2016-10-21    3084.46  3081.3900  3101.8500  3069.2700  3090.9400\n",
      "2016-10-24    3090.94  3092.0500  3137.0300  3090.7900  3128.2500\n",
      "2016-10-25    3128.25  3127.9700  3132.5000  3121.0500  3131.9400\n",
      "2016-10-26    3131.94  3129.8400  3129.8400  3110.3900  3116.3100\n",
      "2016-10-27    3116.31  3112.6000  3114.7600  3100.3900  3112.3500\n",
      "2016-10-28    3112.35  3111.7000  3128.6400  3101.2400  3104.2700\n",
      "2016-10-31    3104.27  3097.1900  3102.3000  3081.0700  3100.4900\n",
      "2016-11-01    3100.49  3101.6600  3122.6100  3097.0400  3122.4400\n",
      "2016-11-02    3122.44  3115.7300  3118.9800  3099.8200  3102.7300\n",
      "2016-11-03    3102.73  3096.7600  3140.9300  3094.1000  3128.9400\n",
      "2016-11-04    3128.94  3126.3500  3141.3300  3119.5400  3125.3200\n",
      "2016-11-07    3125.32  3124.8900  3139.2000  3117.1000  3133.3300\n",
      "2016-11-08    3133.33  3140.9400  3156.8800  3134.9500  3147.8900\n",
      "2016-11-09    3147.89  3146.0800  3146.9500  3096.9500  3128.3700\n",
      "2016-11-10    3128.37  3148.5400  3172.3100  3148.5400  3171.2800\n",
      "2016-11-11    3171.28  3169.4000  3202.7400  3166.0700  3196.0400\n",
      "2016-11-14    3196.04  3187.7100  3221.4600  3186.8000  3210.3700\n",
      "2016-11-15    3210.37  3209.9500  3214.2900  3195.0400  3206.9900\n",
      "2016-11-16    3206.99  3208.5000  3210.8900  3195.4100  3205.0600\n",
      "2016-11-17    3205.06  3198.5000  3211.0500  3187.2100  3208.4500\n",
      "2016-11-18    3208.45  3207.1900  3212.3900  3187.5000  3192.8600\n",
      "2016-11-21    3192.86  3188.5000  3229.7600  3188.2800  3218.1500\n",
      "2016-11-22    3218.15  3220.9800  3249.6800  3220.9800  3248.3500\n",
      "2016-11-23    3248.35  3247.9400  3262.8800  3231.5900  3241.1400\n",
      "2016-11-24    3241.14  3237.4300  3257.8600  3232.8700  3241.7400\n",
      "2016-11-25    3241.74  3241.2400  3262.4400  3209.6000  3261.9400\n",
      "2016-11-28    3261.94  3270.0500  3288.3400  3267.6700  3277.0000\n",
      "2016-11-29       3277  3269.2300  3301.2100  3263.4000  3282.9200\n",
      "2016-11-30    3282.92  3272.1400  3277.2700  3239.5200  3250.0300\n",
      "2016-12-01    3250.03  3257.0300  3279.6700  3256.2600  3273.3100\n",
      "2016-12-02    3273.31  3270.1200  3279.7100  3235.2800  3243.8400\n",
      "2016-12-05    3243.84  3203.7800  3219.5200  3194.8800  3204.7100\n",
      "2016-12-06    3204.71  3202.0300  3215.3100  3196.5200  3199.6500\n",
      "2016-12-07    3199.65  3198.4700  3222.4300  3189.4900  3222.2400\n",
      "2016-12-08    3222.24  3225.5500  3228.1200  3211.4700  3215.3700\n",
      "2016-12-09    3215.37  3209.3400  3244.8000  3207.0400  3232.8800\n",
      "2016-12-12    3232.88  3233.6700  3245.0900  3149.9000  3152.9700\n",
      "2016-12-13    3152.97  3138.9900  3162.5000  3118.7100  3155.0400\n",
      "2016-12-14    3155.04  3149.3800  3170.0200  3136.3500  3140.5300\n",
      "2016-12-15    3140.53  3125.7600  3138.7800  3100.9100  3117.6800\n",
      "2016-12-16    3117.68  3111.5100  3128.8700  3106.3500  3122.9800\n",
      "2016-12-19    3122.98  3120.7000  3125.2800  3110.0800  3118.0800\n",
      "2016-12-20    3118.08  3115.9000  3117.0100  3084.8000  3102.8800\n",
      "2016-12-21    3102.88  3107.2400  3140.2500  3107.2400  3137.4300\n",
      "2016-12-22    3137.43  3132.1600  3143.1700  3126.8900  3139.5600\n",
      "2016-12-23    3139.56  3134.9300  3138.4000  3103.7500  3110.1500\n",
      "2016-12-26    3110.15  3095.5800  3122.8800  3068.4100  3122.5700\n",
      "2016-12-27    3122.57  3117.3900  3127.8800  3113.7500  3114.6600\n",
      "2016-12-28    3114.66  3113.7700  3118.7800  3094.5500  3102.2400\n",
      "2016-12-29    3102.24  3095.8400  3111.8000  3087.3400  3096.1000\n",
      "2016-12-30     3096.1  3097.3500  3108.8400  3089.9900  3103.6400\n",
      "2017-01-03    3103.64  3105.3100  3136.4600  3105.3100  3135.9200\n",
      "2017-01-04    3135.92  3133.7900  3160.1000  3130.1100  3158.7900\n",
      "2017-01-05    3158.79  3157.9100  3168.5000  3154.2800  3165.4100\n",
      "2017-01-06    3165.41  3163.7800  3172.0300  3153.0300  3154.3200\n",
      "2017-01-09    3154.32  3148.5300  3173.1400  3147.7400  3171.2400\n",
      "2017-01-10    3171.24  3167.5700  3174.5800  3157.3300  3161.6700\n",
      "2017-01-11    3161.67  3156.6900  3167.0300  3136.2700  3136.7500\n",
      "2017-01-12    3136.75  3133.6000  3144.9700  3115.9800  3119.2900\n",
      "2017-01-13    3119.29  3116.0800  3130.5100  3102.1600  3112.7600\n",
      "2017-01-16    3112.76  3104.4900  3105.1400  3044.2900  3103.4300\n",
      "2017-01-17    3103.43  3087.0300  3108.9100  3072.3400  3108.7700\n",
      "2017-01-18    3108.77  3104.7700  3123.7200  3098.5900  3113.0100\n",
      "2017-01-19    3113.01  3104.9700  3115.7800  3094.0100  3101.3000\n",
      "2017-01-20     3101.3  3095.8200  3125.6600  3095.2100  3123.1400\n",
      "2017-01-23    3123.14  3125.4200  3145.8400  3125.4200  3136.7700\n",
      "2017-01-24    3136.77  3134.5900  3149.5300  3131.2200  3142.5500\n",
      "2017-01-25    3142.55  3137.6500  3151.4700  3133.1900  3149.5500\n",
      "2017-01-26    3149.55  3149.2200  3163.1000  3148.9100  3159.1700\n",
      "2017-02-03    3159.17  3160.0800  3162.6800  3136.0100  3140.1700\n",
      "2017-02-06    3140.17  3143.0900  3158.8400  3135.3900  3156.9800\n",
      "2017-02-07    3156.98  3154.4000  3159.5400  3140.0400  3153.0900\n",
      "2017-02-08    3153.09  3148.0900  3167.4500  3132.0300  3166.9800\n",
      "2017-02-09    3166.98  3164.6900  3186.8400  3162.5700  3183.1800\n",
      "2017-02-10    3183.18  3183.0100  3205.0500  3182.8000  3196.7000\n",
      "2017-02-13     3196.7  3198.9900  3219.4100  3198.9900  3216.8400\n",
      "2017-02-14    3216.84  3216.1400  3219.4000  3205.2900  3217.9300\n",
      "2017-02-15    3217.93  3215.4600  3236.0000  3206.5600  3212.9900\n",
      "2017-02-16    3212.99  3210.3600  3230.2800  3207.7900  3229.6200\n",
      "2017-02-17    3229.62  3227.7100  3238.4000  3199.4200  3202.0800\n",
      "2017-02-20    3202.08  3198.9600  3241.4600  3198.9600  3239.9600\n",
      "2017-02-21    3239.96  3242.2200  3254.3400  3239.8800  3253.3300\n",
      "2017-02-22    3253.33  3252.6900  3261.3800  3243.8400  3261.2200\n",
      "2017-02-23    3261.22  3258.8300  3264.0800  3236.3500  3251.3800\n",
      "2017-02-24    3251.38  3246.8600  3253.9600  3233.5300  3253.4300\n",
      "2017-02-27    3253.43  3249.1900  3251.6500  3224.0900  3228.6600\n",
      "2017-02-28    3228.66  3225.9700  3242.6800  3225.9700  3241.7300\n",
      "2017-03-01    3241.73  3240.0700  3259.9800  3237.8700  3246.9300\n",
      "2017-03-02    3246.93  3250.5200  3256.8100  3228.6600  3230.0300\n",
      "2017-03-03    3230.03  3219.2000  3221.1600  3206.6100  3218.3100\n",
      "2017-03-06    3218.31  3217.3300  3234.6600  3215.0700  3233.8700\n",
      "2017-03-07    3233.87  3233.0900  3242.6600  3226.8200  3242.4100\n",
      "2017-03-08    3242.41  3240.5300  3245.3000  3230.6100  3240.6600\n",
      "2017-03-09    3240.66  3233.7000  3233.8700  3205.2800  3216.7500\n",
      "2017-03-10    3216.75  3213.7300  3222.3200  3208.4500  3212.7600\n",
      "2017-03-13    3212.76  3209.4500  3237.1200  3193.1600  3237.0200\n",
      "2017-03-14    3237.02  3235.2500  3246.3300  3231.5200  3239.3300\n",
      "2017-03-15    3239.33  3235.4000  3243.7100  3227.7400  3241.7600\n",
      "2017-03-16    3241.76  3247.1600  3269.7700  3247.1600  3268.9400\n",
      "2017-03-17    3268.94  3271.8700  3274.1900  3232.2800  3237.4500\n",
      "2017-03-20    3237.45  3241.1100  3251.1300  3228.1200  3250.8100\n",
      "2017-03-21    3250.81  3250.2500  3262.2200  3246.7000  3261.6100\n",
      "2017-03-22    3261.61  3246.2200  3255.7800  3229.1300  3245.2200\n",
      "2017-03-23    3245.22  3245.8100  3262.0900  3221.9300  3248.5500\n",
      "2017-03-24    3248.55  3247.3500  3275.2100  3241.1200  3269.4500\n",
      "2017-03-27    3269.45  3268.9200  3283.2400  3262.1200  3266.9600\n",
      "2017-03-28    3266.96  3265.6300  3265.6300  3246.0900  3252.9500\n",
      "2017-03-29    3252.95  3252.8700  3262.1000  3233.2800  3241.3100\n",
      "2017-03-30    3241.31  3235.1400  3240.0200  3195.8500  3210.2400\n",
      "2017-03-31    3210.24  3206.2500  3226.2500  3205.5400  3222.5100\n",
      "2017-04-05    3222.51  3235.6600  3270.6500  3233.2400  3270.3100\n",
      "2017-04-06    3270.31  3272.1900  3286.6700  3265.7600  3281.0000\n",
      "2017-04-07       3281  3280.6200  3295.1900  3275.0500  3286.6200\n",
      "2017-04-10    3286.62  3285.4600  3285.4600  3265.0100  3269.3900\n",
      "2017-04-11    3269.39  3266.2200  3290.3900  3244.4000  3288.9700\n",
      "2017-04-12    3288.97  3283.8400  3284.9300  3262.2800  3273.8300\n",
      "2017-04-13    3273.83  3265.2200  3281.1400  3261.4900  3275.9600\n",
      "2017-04-14    3275.96  3276.1400  3276.7100  3238.9000  3246.0700\n",
      "2017-04-17    3246.07  3229.9500  3229.9500  3199.9100  3222.1700\n",
      "2017-04-18    3222.17  3215.4000  3225.0500  3196.4900  3196.7100\n",
      "2017-04-19    3196.71  3184.6700  3189.4400  3147.0700  3170.6900\n",
      "2017-04-20    3170.69  3165.6600  3178.1800  3148.1800  3172.1000\n",
      "2017-04-21     3172.1  3170.2900  3180.7900  3158.6300  3173.1500\n",
      "2017-04-24    3173.15  3164.2500  3164.2500  3111.2100  3129.5300\n",
      "2017-04-25    3129.53  3123.8900  3145.2700  3117.4500  3134.5700\n",
      "2017-04-26    3134.57  3132.9200  3152.9500  3131.4200  3140.8500\n",
      "2017-04-27    3140.85  3131.3500  3155.0000  3097.3300  3152.1900\n",
      "2017-04-28    3152.19  3144.0200  3154.7300  3136.5800  3154.6600\n",
      "2017-05-02    3154.66  3147.2300  3154.7800  3136.5400  3143.7100\n",
      "2017-05-03    3143.71  3138.3100  3148.2900  3123.7500  3135.3500\n",
      "2017-05-04    3135.35  3127.1100  3143.8200  3111.3900  3127.3700\n",
      "2017-05-05    3127.37  3114.7700  3117.6100  3092.0900  3103.0400\n",
      "2017-05-08    3103.04  3090.0700  3093.4500  3067.6900  3078.6100\n",
      "2017-05-09    3078.61  3064.8500  3084.2100  3056.5600  3080.5300\n",
      "2017-05-10    3080.53  3078.1700  3090.8200  3051.5900  3052.7800\n",
      "2017-05-11    3052.78  3036.7900  3063.5600  3016.5300  3061.5000\n",
      "2017-05-12     3061.5  3054.1100  3090.4900  3051.8700  3083.5100\n",
      "2017-05-15    3083.51  3085.9300  3098.9100  3085.9300  3090.2300\n",
      "2017-05-16    3090.23  3082.8700  3113.5100  3060.5300  3112.9600\n",
      "2017-05-17    3112.96  3107.8000  3119.5800  3101.3000  3104.4400\n",
      "2017-05-18    3104.44  3082.3300  3103.4400  3077.9600  3090.1400\n",
      "2017-05-19    3090.14  3086.7100  3095.4800  3081.2800  3090.6300\n",
      "2017-05-22    3090.63  3087.1700  3103.9400  3063.1500  3075.6800\n",
      "2017-05-23    3075.68  3069.3900  3084.2400  3050.8400  3061.9500\n",
      "2017-05-24    3061.95  3047.5700  3064.8100  3022.3000  3064.0800\n",
      "2017-05-25    3064.08  3055.3400  3114.6600  3052.8300  3107.8300\n",
      "2017-05-26    3107.83  3101.2900  3120.6600  3100.3900  3110.0600\n",
      "2017-05-31    3110.06  3125.3300  3143.2800  3111.5600  3117.1800\n",
      "2017-06-01    3117.18  3108.4200  3113.5200  3097.6800  3102.6200\n",
      "2017-06-02    3102.62  3094.2300  3110.3900  3081.8500  3105.5400\n",
      "2017-06-05    3105.54  3102.1100  3105.5100  3084.8300  3091.6600\n",
      "2017-06-06    3091.66  3084.5400  3102.8600  3078.7900  3102.1300\n",
      "2017-06-07    3102.13  3101.7600  3140.7700  3098.9500  3140.3200\n",
      "2017-06-08    3140.32  3136.4700  3153.2600  3132.8300  3150.3300\n",
      "2017-06-09    3150.33  3147.4500  3165.9200  3146.1100  3158.4000\n",
      "2017-06-12     3158.4  3149.5300  3164.9500  3135.3100  3139.8800\n",
      "2017-06-13    3139.88  3134.0100  3155.9900  3131.0400  3153.7400\n",
      "2017-06-14    3153.74  3146.7500  3149.1700  3125.3500  3130.6700\n",
      "2017-06-15    3130.67  3125.5900  3137.5900  3117.0800  3132.4900\n",
      "2017-06-16    3132.49  3126.3700  3134.2500  3117.8600  3123.1700\n",
      "2017-06-19    3123.17  3122.1600  3146.7700  3121.7800  3144.3700\n",
      "2017-06-20    3144.37  3148.0200  3150.4600  3134.6100  3140.0100\n",
      "2017-06-21    3140.01  3148.9900  3157.0300  3132.6200  3156.2100\n",
      "2017-06-22    3156.21  3152.2400  3186.9800  3146.6400  3147.4500\n",
      "2017-06-23    3147.45  3138.4400  3158.0500  3118.0900  3157.8700\n",
      "2017-06-26    3157.87  3157.0000  3187.8900  3156.9800  3185.4400\n",
      "2017-06-27    3185.44  3183.4200  3193.4600  3172.4600  3191.2000\n",
      "2017-06-28     3191.2  3183.6300  3193.4400  3170.7900  3173.2000\n",
      "2017-06-29     3173.2  3174.9800  3188.7700  3174.2800  3188.0600\n",
      "2017-06-30    3188.06  3176.9500  3193.2400  3171.5700  3192.4300\n",
      "2017-07-03    3192.43  3192.0000  3196.2900  3177.0200  3195.9100\n",
      "2017-07-04    3195.91  3192.8900  3193.0600  3174.3100  3182.8000\n",
      "2017-07-05     3182.8  3179.2200  3207.3100  3174.7100  3207.1300\n",
      "2017-07-06    3207.13  3203.8600  3215.9500  3188.7700  3212.4400\n",
      "2017-07-07    3212.44  3203.8200  3219.5200  3195.2900  3217.9600\n",
      "2017-07-10    3217.96  3208.4600  3223.3400  3203.2100  3212.6300\n",
      "2017-07-11    3212.63  3201.5200  3226.9100  3199.2200  3203.0400\n",
      "2017-07-12    3203.04  3201.9300  3215.2000  3177.9300  3197.5400\n",
      "2017-07-13    3197.54  3192.3600  3219.2700  3190.3400  3218.1600\n",
      "2017-07-14    3218.16  3212.0300  3222.9800  3204.8500  3222.4200\n",
      "2017-07-17    3222.42  3219.7900  3230.3500  3139.5000  3176.4600\n",
      "2017-07-18    3176.46  3159.7300  3187.6700  3150.1300  3187.5700\n",
      "2017-07-19    3187.57  3181.4000  3232.9400  3179.7300  3230.9800\n",
      "2017-07-20    3230.98  3227.5100  3246.2400  3225.4300  3244.8600\n",
      "2017-07-21    3244.86  3236.5900  3247.7100  3231.9600  3237.9800\n",
      "2017-07-24    3237.98  3230.9000  3261.1000  3230.0700  3250.6000\n",
      "2017-07-25     3250.6  3249.1400  3261.6500  3233.1400  3243.6900\n",
      "2017-07-26    3243.69  3244.4600  3264.8500  3228.0400  3247.6700\n",
      "2017-07-27    3247.67  3243.7600  3251.9300  3220.6400  3249.7800\n",
      "2017-07-28    3249.78  3240.1700  3256.3700  3232.9600  3253.2400\n",
      "2017-07-31    3253.24  3252.7500  3276.9500  3251.1900  3273.0300\n",
      "2017-08-01    3273.03  3274.3700  3292.6400  3273.5000  3292.6400\n",
      "2017-08-02    3292.64  3288.5200  3305.4300  3282.0400  3285.0600\n",
      "2017-08-03    3285.06  3279.9900  3293.3700  3262.1600  3272.9300\n",
      "2017-08-04    3272.93  3269.3200  3287.1900  3261.3100  3262.0800\n",
      "2017-08-07    3262.08  3257.6700  3280.1000  3243.7200  3279.4600\n",
      "2017-08-08    3279.46  3277.1900  3285.4800  3269.6600  3281.8700\n",
      "2017-08-09    3281.87  3277.8100  3277.9400  3263.8500  3275.5700\n",
      "2017-08-10    3275.57  3269.7300  3282.5200  3236.1800  3261.7500\n",
      "2017-08-11    3261.75  3237.9200  3245.1200  3200.7500  3208.5400\n",
      "2017-08-14    3208.54  3206.0400  3240.0500  3206.0400  3237.3600\n",
      "2017-08-15    3237.36  3235.2300  3263.5900  3235.1000  3251.2600\n",
      "2017-08-16    3251.26  3247.8500  3248.7800  3228.8700  3246.4500\n",
      "2017-08-17    3246.45  3253.8500  3269.1400  3251.4600  3268.4300\n",
      "2017-08-18    3268.43  3253.2400  3275.0800  3248.0800  3268.7200\n",
      "2017-08-21    3268.72  3274.5800  3287.5200  3270.4800  3286.9100\n",
      "2017-08-22    3286.91  3287.6100  3293.4800  3274.9400  3290.2300\n",
      "2017-08-23    3290.23  3283.8000  3299.4600  3274.4400  3287.7000\n",
      "2017-08-24     3287.7  3287.9600  3297.9900  3266.3600  3271.5100\n",
      "2017-08-25    3271.51  3271.4600  3331.9100  3271.4600  3331.5200\n",
      "2017-08-28    3331.52  3336.1300  3375.0300  3336.1300  3362.6500\n",
      "2017-08-29    3362.65  3362.0600  3374.5900  3354.4600  3365.2300\n",
      "2017-08-30    3365.23  3361.8200  3376.6500  3357.0800  3363.6300\n",
      "2017-08-31    3363.63  3361.4600  3367.3600  3340.6900  3360.8100\n",
      "2017-09-01    3360.81  3365.9900  3381.9300  3358.4700  3367.1200\n",
      "2017-09-04    3367.12  3369.7200  3381.4000  3359.1300  3379.5800\n",
      "2017-09-05    3379.58  3377.2000  3390.8200  3371.5700  3384.3200\n",
      "2017-09-06    3384.32  3372.4300  3391.0100  3364.7600  3385.3900\n",
      "2017-09-07    3385.39  3383.6300  3387.8000  3363.1800  3365.5000\n",
      "2017-09-08     3365.5  3364.4300  3380.8900  3353.6900  3365.2400\n",
      "2017-09-11    3365.24  3365.3500  3384.8100  3360.0500  3376.4200\n",
      "2017-09-12    3376.42  3381.4900  3391.0700  3370.8500  3379.4900\n",
      "2017-09-13    3379.49  3374.7200  3387.1400  3366.5400  3384.1500\n",
      "2017-09-14    3384.15  3383.4700  3391.6400  3361.3300  3371.4300\n",
      "2017-09-15    3371.43  3365.1500  3365.5300  3345.3300  3353.6200\n",
      "2017-09-18    3353.62  3352.5100  3371.7500  3352.5100  3362.8600\n",
      "2017-09-19    3362.86  3365.5300  3370.4000  3344.7100  3356.8400\n",
      "2017-09-20    3356.84  3352.1800  3370.1000  3346.5400  3366.0000\n",
      "2017-09-21       3366  3364.7000  3377.8800  3356.8800  3357.8100\n",
      "2017-09-22    3357.81  3347.1600  3356.4500  3334.9800  3352.5300\n",
      "2017-09-25    3352.53  3344.5900  3350.9600  3334.9400  3341.5500\n",
      "2017-09-26    3341.55  3336.3500  3347.1600  3332.6000  3343.5800\n",
      "2017-09-27    3343.58  3340.8200  3349.6900  3340.3000  3345.2700\n",
      "2017-09-28    3345.27  3343.8400  3344.6000  3336.1800  3339.6400\n",
      "2017-09-29    3339.64  3340.3100  3357.0200  3340.3100  3348.9400\n",
      "2017-10-09    3348.94  3403.2500  3410.1700  3366.9700  3374.3800\n",
      "2017-10-10    3374.38  3373.3400  3384.0300  3358.8000  3382.9900\n",
      "2017-10-11    3382.99  3381.4900  3395.7800  3379.1600  3388.2800\n",
      "2017-10-12    3388.28  3385.5300  3390.2000  3372.5300  3386.1000\n",
      "2017-10-13     3386.1  3384.4900  3395.7500  3383.2400  3390.5200\n",
      "2017-10-16    3390.52  3393.2100  3400.5100  3374.7700  3378.4700\n",
      "2017-10-17    3378.47  3373.2300  3382.4100  3365.5600  3372.0400\n",
      "2017-10-18    3372.04  3373.5300  3383.2300  3371.9200  3381.7900\n",
      "2017-10-19    3381.79  3374.6400  3378.7400  3359.6300  3370.1700\n",
      "2017-10-20    3370.17  3363.5100  3379.7700  3360.1000  3378.6500\n",
      "2017-10-23    3378.65  3382.2800  3385.2900  3374.7000  3380.7000\n",
      "2017-10-24     3380.7  3376.6000  3388.6900  3374.1200  3388.2500\n",
      "2017-10-25    3388.25  3384.8600  3398.3000  3382.0300  3396.9000\n",
      "2017-10-26     3396.9  3397.5200  3414.2400  3391.4500  3407.5700\n",
      "2017-10-27    3407.57  3404.5000  3421.1000  3402.1100  3416.8100\n",
      "2017-10-30    3416.81  3413.8700  3419.7300  3357.2800  3390.3400\n",
      "2017-10-31    3390.34  3381.0000  3397.1000  3376.1200  3393.3400\n",
      "2017-11-01    3393.34  3393.9700  3410.3500  3388.6000  3395.9100\n",
      "2017-11-02    3395.91  3391.6500  3391.6500  3372.2100  3383.3100\n",
      "2017-11-03    3383.31  3377.7400  3380.5700  3347.3600  3371.7400\n",
      "2017-11-06    3371.74  3369.6800  3389.3800  3356.5300  3388.1700\n",
      "2017-11-07    3388.17  3389.4700  3415.1500  3387.9500  3413.5700\n",
      "2017-11-08    3413.57  3409.1500  3434.4900  3404.8800  3415.4600\n",
      "2017-11-09    3415.46  3410.6700  3428.7700  3408.6200  3427.7900\n",
      "2017-11-10    3427.79  3423.1800  3438.7900  3414.3300  3432.6700\n",
      "2017-11-13    3432.67  3435.1800  3449.1600  3435.0800  3447.8400\n",
      "2017-11-14    3447.84  3446.5500  3450.4900  3419.6900  3429.5500\n",
      "2017-11-15    3429.55  3416.2100  3423.7500  3396.3800  3402.5200\n",
      "2017-11-16    3402.52  3393.1900  3409.6500  3390.5900  3399.2500\n",
      "2017-11-17    3399.25  3392.6800  3403.2900  3373.3000  3382.9100\n",
      "2017-11-20    3382.91  3361.3600  3393.1100  3337.1200  3392.4000\n",
      "2017-11-21     3392.4  3382.3600  3419.8000  3377.6000  3410.5000\n",
      "2017-11-22     3410.5  3417.3300  3442.1800  3404.2900  3430.4600\n",
      "2017-11-23    3430.46  3425.0100  3429.4200  3342.3300  3351.9200\n",
      "2017-11-24    3351.92  3340.3800  3360.7500  3328.3300  3353.8200\n",
      "2017-11-27    3353.82  3346.6600  3347.0500  3315.2600  3322.2300\n",
      "2017-11-28    3322.23  3311.2300  3333.8000  3300.7800  3333.6600\n",
      "2017-11-29    3333.66  3335.5700  3343.0600  3305.5700  3337.8600\n",
      "2017-11-30    3337.86  3328.6400  3340.9200  3306.2800  3317.1900\n",
      "2017-12-01    3317.19  3315.1100  3324.5200  3302.4400  3317.6200\n",
      "2017-12-04    3317.62  3310.3800  3324.0000  3304.1000  3309.6200\n",
      "2017-12-05    3309.62  3301.6900  3315.7400  3300.5100  3303.6800\n",
      "2017-12-06    3303.68  3291.3100  3296.2000  3254.6100  3293.9600\n",
      "2017-12-07    3293.96  3283.2800  3291.2800  3259.1600  3272.0500\n",
      "2017-12-08    3272.05  3264.4800  3297.1300  3258.7600  3289.9900\n",
      "2017-12-11    3289.99  3290.4900  3322.6700  3288.2900  3322.2000\n",
      "2017-12-12     3322.2  3320.3100  3320.3100  3280.3300  3280.8100\n",
      "2017-12-13    3280.81  3278.4000  3304.0100  3273.3200  3303.0400\n",
      "2017-12-14    3303.04  3302.9300  3309.5300  3282.5700  3292.4400\n",
      "2017-12-15    3292.44  3287.5300  3287.5300  3259.3900  3266.1400\n",
      "2017-12-18    3266.14  3268.0300  3280.5400  3254.1800  3267.9200\n",
      "2017-12-19    3267.92  3266.0200  3296.9400  3266.0200  3296.5400\n",
      "2017-12-20    3296.54  3296.7400  3300.2100  3276.1200  3287.6100\n",
      "2017-12-21    3287.61  3281.1200  3309.2200  3267.4000  3300.0600\n",
      "2017-12-22    3300.06  3297.6900  3307.3300  3293.4400  3297.0600\n",
      "2017-12-25    3297.06  3296.2100  3312.3000  3270.4400  3280.4600\n",
      "2017-12-26    3280.46  3277.8400  3307.3000  3274.3300  3306.1200\n",
      "2017-12-27    3306.12  3302.4600  3307.0800  3270.3500  3275.7800\n",
      "2017-12-28    3275.78  3272.2900  3304.1000  3263.7300  3296.3800\n",
      "2017-12-29    3296.38  3295.2500  3308.2200  3292.7700  3307.1700\n",
      "2018-01-02    3307.17  3314.0300  3349.0500  3314.0300  3348.3300\n",
      "2018-01-03    3348.33  3347.7400  3379.9200  3345.2900  3369.1100\n",
      "2018-01-04    3369.11  3371.0000  3392.8300  3365.3000  3385.7100\n",
      "2018-01-05    3385.71  3386.4600  3402.0700  3380.2400  3391.7500\n",
      "2018-01-08    3391.75  3391.5500  3412.7300  3384.5600  3409.4800\n",
      "2018-01-09    3409.48  3406.1100  3417.2300  3403.5900  3413.9000\n",
      "2018-01-10     3413.9  3414.1100  3430.2100  3398.8400  3421.8300\n",
      "2018-01-11    3421.83  3415.5900  3426.4800  3405.6400  3425.3400\n",
      "2018-01-12    3425.34  3423.8800  3435.4200  3417.9800  3428.9400\n",
      "2018-01-15    3428.94  3428.9500  3442.5000  3402.3100  3410.4900\n",
      "2018-01-16    3410.49  3403.4700  3437.5800  3401.9600  3436.5900\n",
      "2018-01-17    3436.59  3438.5800  3465.2000  3430.5100  3444.6700\n",
      "2018-01-18    3444.67  3449.8800  3476.5500  3448.7900  3474.7500\n",
      "2018-01-19    3474.75  3481.6200  3498.4300  3474.2900  3487.8600\n",
      "2018-01-22    3487.86  3476.9900  3503.3900  3475.6700  3501.3600\n",
      "2018-01-23    3501.36  3504.3400  3547.2200  3504.3400  3546.5000\n",
      "2018-01-24     3546.5  3553.4800  3569.4900  3527.1100  3559.4700\n",
      "2018-01-25    3559.47  3555.1700  3571.4800  3528.0300  3548.3100\n",
      "2018-01-26    3548.31  3535.4900  3574.9000  3534.2000  3558.1300\n",
      "2018-01-29    3558.13  3563.6400  3587.0300  3510.2700  3523.0000\n",
      "2018-01-30       3523  3511.5000  3523.0500  3484.6600  3488.0100\n",
      "2018-01-31    3488.01  3470.5100  3495.4500  3454.7300  3480.8300\n",
      "2018-02-01    3480.83  3478.6700  3495.0900  3424.4200  3446.9800\n",
      "2018-02-02    3446.98  3419.2200  3463.1600  3388.8600  3462.0800\n",
      "2018-02-05    3462.08  3411.6700  3487.7200  3406.2400  3487.5000\n",
      "2018-02-06     3487.5  3418.0100  3440.1200  3364.2200  3370.6500\n",
      "2018-02-07    3370.65  3412.7400  3425.5400  3304.0100  3309.2600\n",
      "2018-02-08    3309.26  3281.0500  3307.1600  3225.7100  3262.0500\n",
      "2018-02-09    3262.05  3172.8500  3180.1100  3062.7400  3129.8500\n",
      "2018-02-12    3129.85  3128.3700  3168.1300  3113.6100  3154.1300\n",
      "2018-02-13    3154.13  3176.1100  3219.2200  3176.1100  3184.9600\n",
      "2018-02-14    3184.96  3188.2500  3203.5000  3171.3800  3199.1600\n",
      "2018-02-22    3199.16  3237.5700  3269.9200  3234.1200  3268.5600\n",
      "2018-02-23    3268.56  3275.4300  3294.1300  3258.4900  3289.0200\n",
      "2018-02-26    3289.02  3307.3000  3335.9900  3281.6100  3329.5700\n",
      "2018-02-27    3329.57  3328.6700  3328.6700  3284.6300  3292.0700\n",
      "2018-02-28    3292.07  3264.0600  3277.8300  3239.8400  3259.4100\n",
      "2018-03-01    3259.41  3235.0900  3280.1500  3228.5800  3273.7500\n",
      "2018-03-02    3273.75  3248.4500  3269.9400  3242.2700  3254.5300\n",
      "2018-03-05    3254.53  3255.8700  3269.4000  3236.7200  3256.9300\n",
      "2018-03-06    3256.93  3266.4900  3290.2500  3243.6500  3289.6400\n",
      "2018-03-07    3289.64  3288.8600  3308.4100  3264.7600  3271.6700\n",
      "2018-03-08    3271.67  3268.3500  3289.5000  3261.5500  3288.4100\n",
      "2018-03-09    3288.41  3291.4300  3309.7200  3283.5600  3307.1700\n",
      "2018-03-12    3307.17  3319.2100  3333.5600  3313.5600  3326.7000\n",
      "2018-03-13     3326.7  3324.1200  3333.8800  3307.3800  3310.2400\n",
      "2018-03-14    3310.24  3298.6700  3304.9800  3287.3600  3291.3800\n",
      "2018-03-15    3291.38  3277.5100  3297.1000  3273.2000  3291.1100\n",
      "2018-03-16    3291.11  3290.2100  3300.5700  3269.2800  3269.8800\n",
      "2018-03-19    3269.88  3264.9300  3280.5700  3251.0500  3279.2500\n",
      "2018-03-20    3279.25  3257.2200  3292.5700  3252.4300  3290.6400\n",
      "2018-03-21    3290.64  3299.7300  3314.2100  3268.8800  3280.9500\n",
      "2018-03-22    3280.95  3281.2600  3288.8000  3242.7600  3263.4800\n",
      "2018-03-23    3263.48  3172.7700  3188.2400  3110.6600  3152.7600\n",
      "2018-03-26    3152.76  3117.3200  3134.2800  3091.4600  3133.7200\n",
      "2018-03-27    3133.72  3164.8000  3172.7800  3143.5700  3166.6500\n",
      "2018-03-28    3166.65  3130.5700  3165.2100  3117.5300  3122.2900\n",
      "2018-03-29    3122.29  3127.2600  3174.5100  3098.2500  3160.5300\n",
      "2018-03-30    3160.53  3161.7900  3177.7200  3152.8900  3168.9000\n",
      "2018-04-02     3168.9  3169.7800  3192.3400  3159.9900  3163.1800\n",
      "2018-04-03    3163.18  3130.0100  3144.3300  3119.1300  3136.6300\n",
      "2018-04-04    3136.63  3147.0500  3163.3400  3128.8700  3131.1100\n",
      "2018-04-09    3131.11  3125.4400  3146.0900  3110.3000  3138.2900\n",
      "2018-04-10    3138.29  3144.2600  3190.6500  3139.0800  3190.3200\n",
      "2018-04-11    3190.32  3197.3700  3220.8500  3191.5900  3208.0800\n",
      "2018-04-12    3208.08  3203.2800  3205.2500  3177.0500  3180.1600\n",
      "2018-04-13    3180.16  3192.0400  3197.9000  3155.5100  3159.0500\n",
      "2018-04-16    3159.05  3152.8900  3153.1100  3096.1000  3110.6500\n",
      "2018-04-17    3110.65  3112.9700  3118.7600  3064.0300  3066.8000\n",
      "2018-04-18     3066.8  3091.9100  3096.8900  3041.6300  3091.4000\n",
      "2018-04-19     3091.4  3094.2700  3127.4400  3090.2900  3117.3800\n",
      "2018-04-20    3117.38  3105.4600  3111.1700  3065.9200  3071.5400\n",
      "2018-04-23    3071.54  3063.4400  3085.0600  3045.9400  3068.0100\n",
      "2018-04-24    3068.01  3069.7500  3136.0400  3069.7500  3128.9300\n",
      "2018-04-25    3128.93  3112.4000  3122.9100  3107.0000  3117.9700\n",
      "2018-04-26    3117.97  3119.5000  3121.9300  3067.9300  3075.0300\n",
      "2018-04-27    3075.03  3082.4100  3088.0300  3049.9100  3082.2300\n",
      "2018-05-02    3082.23  3087.4100  3097.6000  3064.7600  3081.1800\n",
      "2018-05-03    3081.18  3074.5200  3105.6600  3056.1600  3100.8600\n",
      "2018-05-04    3100.86  3093.1200  3104.0900  3086.7800  3091.0300\n",
      "2018-05-07    3091.03  3094.9000  3136.8400  3091.6600  3136.6400\n",
      "2018-05-08    3136.64  3135.3000  3169.7000  3134.0600  3161.5000\n",
      "2018-05-09     3161.5  3160.1400  3165.3700  3145.6600  3159.1500\n",
      "2018-05-10    3159.15  3169.0500  3176.1400  3155.5300  3174.4100\n",
      "2018-05-11    3174.41  3179.8000  3180.7600  3162.2100  3163.2600\n",
      "2018-05-14    3163.26  3167.0400  3183.8200  3163.4800  3174.0300\n",
      "2018-05-15    3174.03  3180.4200  3192.8100  3164.5200  3192.1200\n",
      "2018-05-16    3192.12  3180.2300  3191.9500  3166.8100  3169.5700\n",
      "2018-05-17    3169.57  3170.0100  3172.7700  3148.6200  3154.2800\n",
      "2018-05-18    3154.28  3151.0800  3193.4500  3144.7800  3193.3000\n",
      "2018-05-21     3193.3  3206.1800  3219.7400  3203.3400  3213.8400\n",
      "2018-05-22    3213.84  3211.2500  3214.5900  3192.2300  3214.3500\n",
      "2018-05-23    3214.35  3205.4400  3205.4400  3168.9600  3168.9600\n",
      "2018-05-24    3168.96  3167.9400  3173.5300  3152.0700  3154.6500\n",
      "2018-05-25    3154.65  3148.4100  3156.7300  3131.0700  3141.3000\n",
      "2018-05-28     3141.3  3136.8100  3149.6600  3115.9600  3135.0800\n",
      "2018-05-29    3135.08  3129.6200  3143.2100  3112.1500  3120.4600\n",
      "2018-05-30    3120.46  3081.1400  3085.4000  3041.0000  3041.4400\n",
      "2018-05-31    3041.44  3061.8300  3098.0800  3054.2700  3095.4700\n",
      "2018-06-01    3095.47  3084.7500  3102.0900  3059.7900  3075.1400\n",
      "2018-06-04    3075.14  3083.4300  3098.4000  3076.9900  3091.1900\n",
      "2018-06-05    3091.19  3088.0100  3114.7700  3080.0500  3114.2100\n",
      "2018-06-06    3114.21  3109.1700  3117.5300  3103.5300  3115.1800\n",
      "2018-06-07    3115.18  3121.1800  3128.7200  3105.5800  3109.5000\n",
      "2018-06-08     3109.5  3100.6000  3100.6800  3053.2900  3067.1500\n",
      "2018-06-11    3067.15  3057.3400  3063.6100  3037.9100  3052.7800\n",
      "2018-06-12    3052.78  3053.0300  3081.4500  3034.1000  3079.8000\n",
      "2018-06-13     3079.8  3071.4600  3071.4600  3044.1200  3049.8000\n",
      "2018-06-14     3049.8  3038.0700  3066.0500  3032.4100  3044.1600\n",
      "2018-06-15    3044.16  3037.4500  3048.8000  3008.7300  3021.9000\n",
      "2018-06-19     3021.9  2982.6500  2984.9700  2871.3500  2907.8200\n",
      "2018-06-20    2907.82  2889.9800  2925.5600  2872.1600  2915.7300\n",
      "2018-06-21    2915.73  2912.0000  2940.5900  2872.6200  2875.8100\n",
      "2018-06-22    2875.81  2855.5800  2891.9700  2837.1400  2889.7600\n",
      "2018-06-25    2889.76  2903.4500  2908.6200  2857.8700  2859.3400\n",
      "2018-06-26    2859.34  2829.9900  2850.2400  2803.7900  2844.5100\n",
      "2018-06-27    2844.51  2842.4000  2854.2600  2798.8000  2813.1800\n",
      "2018-06-28    2813.18  2799.9000  2825.9900  2782.4500  2786.9000\n",
      "2018-06-29     2786.9  2789.8100  2848.3700  2782.3800  2847.4200\n",
      "2018-07-02    2847.42  2841.5800  2845.6800  2756.8200  2775.5600\n",
      "2018-07-03    2775.56  2774.5700  2786.8900  2722.4500  2786.8900\n",
      "2018-07-04    2786.89  2776.6300  2793.1800  2754.1600  2759.1300\n",
      "2018-07-05    2759.13  2755.3400  2777.5200  2727.9400  2733.8800\n",
      "2018-07-06    2733.88  2731.3500  2768.8700  2691.0200  2747.2300\n",
      "2018-07-09    2747.23  2752.4500  2815.7900  2752.4500  2815.1100\n",
      "2018-07-10    2815.11  2819.7100  2828.4900  2800.6300  2827.6300\n",
      "2018-07-11    2827.63  2780.7000  2794.3600  2752.4300  2777.7700\n",
      "2018-07-12    2777.77  2771.0400  2844.1900  2771.0400  2837.6600\n",
      "2018-07-13    2837.66  2831.4300  2835.4600  2818.8500  2831.1800\n",
      "2018-07-16    2831.18  2827.0800  2837.5100  2804.4900  2814.0400\n",
      "2018-07-17    2814.04  2806.8900  2806.9200  2774.7600  2798.1300\n",
      "2018-07-18    2798.13  2801.7800  2818.4000  2786.0400  2787.2600\n",
      "2018-07-19    2787.26  2791.0200  2805.0100  2764.4900  2772.5500\n",
      "2018-07-20    2772.55  2769.7500  2837.8600  2753.8400  2829.2700\n",
      "2018-07-23    2829.27  2815.2000  2863.5700  2809.6200  2859.5400\n",
      "2018-07-24    2859.54  2862.2700  2911.4600  2862.2700  2905.5600\n",
      "2018-07-25    2905.56  2911.4500  2912.3100  2894.0400  2903.6500\n",
      "2018-07-26    2903.65  2905.7900  2915.3000  2875.7000  2882.2300\n",
      "2018-07-27    2882.23  2879.6900  2889.6900  2864.1100  2873.5900\n",
      "2018-07-30    2873.59  2871.9400  2896.0100  2850.3000  2869.0500\n",
      "2018-07-31    2869.05  2866.9000  2884.6800  2854.3200  2876.4000\n",
      "2018-08-01     2876.4  2882.5100  2897.4000  2823.9300  2824.5300\n",
      "2018-08-02    2824.53  2815.3400  2815.3400  2726.4800  2768.0200\n",
      "2018-08-03    2768.02  2763.4000  2777.6600  2740.4300  2740.4400\n",
      "2018-08-06    2740.44  2736.5300  2760.4700  2692.3200  2705.1600\n",
      "2018-08-07    2705.16  2711.7400  2779.3700  2696.0400  2779.3700\n",
      "2018-08-08    2779.37  2771.1300  2779.9100  2741.0700  2744.0700\n",
      "2018-08-09    2744.07  2729.5800  2801.6600  2726.2200  2794.3800\n",
      "2018-08-10    2794.38  2791.4000  2806.1100  2777.5100  2795.3100\n",
      "2018-08-13    2795.31  2769.0200  2789.8000  2742.5600  2785.8700\n",
      "2018-08-14    2785.87  2780.7400  2789.4400  2766.5700  2780.9600\n",
      "2018-08-15    2780.96  2777.2500  2777.7000  2721.2400  2723.2600\n",
      "2018-08-16    2723.26  2691.4300  2732.9500  2672.7400  2705.1900\n",
      "2018-08-17    2705.19  2723.8900  2730.3300  2665.5900  2668.9700\n",
      "2018-08-20    2668.97  2673.0700  2698.4700  2653.1100  2698.4700\n",
      "2018-08-21    2698.47  2700.3400  2739.1700  2696.2900  2733.8300\n",
      "2018-08-22    2733.83  2731.9600  2731.9600  2709.0600  2714.6100\n",
      "2018-08-23    2714.61  2714.8700  2736.0100  2700.8000  2724.6200\n",
      "2018-08-24    2724.62  2717.0800  2748.8200  2705.3200  2729.4300\n",
      "2018-08-27    2729.43  2736.3200  2780.9000  2736.3200  2780.9000\n",
      "2018-08-28     2780.9  2782.2900  2791.3900  2769.4000  2777.9800\n",
      "2018-08-29    2777.98  2774.8600  2778.5400  2762.3500  2769.2900\n",
      "2018-08-30    2769.29  2769.3300  2780.5300  2736.3500  2737.7400\n",
      "2018-08-31    2737.74  2730.1100  2744.6300  2710.5400  2725.2500\n",
      "2018-09-03    2725.25  2716.4000  2722.8500  2692.3600  2720.7300\n",
      "2018-09-04    2720.73  2720.6500  2756.6100  2712.3800  2750.5800\n",
      "2018-09-05    2750.58  2741.3800  2745.4700  2704.3400  2704.3400\n",
      "2018-09-06    2704.34  2697.5800  2719.4100  2683.7400  2691.5900\n",
      "2018-09-07    2691.59  2696.6800  2728.5500  2683.7200  2702.3000\n",
      "2018-09-10     2702.3  2698.0100  2703.4300  2667.3200  2669.4800\n",
      "2018-09-11    2669.48  2668.4900  2680.5700  2652.7000  2664.8000\n",
      "2018-09-12     2664.8  2659.7400  2672.0700  2647.1700  2656.1100\n",
      "2018-09-13    2656.11  2679.2100  2689.0600  2653.1900  2686.5800\n",
      "2018-09-14    2686.58  2688.7800  2694.9200  2675.2900  2681.6400\n",
      "2018-09-17    2681.64  2671.2900  2671.2900  2647.9200  2651.7900\n",
      "2018-09-18    2651.79  2644.3000  2700.1900  2644.3000  2699.9500\n",
      "2018-09-19    2699.95  2694.8000  2746.0800  2690.9900  2730.8500\n",
      "2018-09-20    2730.85  2732.1700  2743.9600  2724.0800  2729.2400\n",
      "2018-09-21    2729.24  2733.8700  2797.4900  2722.0300  2797.4800\n",
      "2018-09-25    2797.48  2775.0700  2790.0300  2771.1600  2781.1400\n",
      "2018-09-26    2781.14  2785.3200  2827.3400  2783.3400  2806.8100\n",
      "2018-09-27    2806.81  2805.7900  2810.5100  2786.3200  2791.7700\n",
      "2018-09-28    2791.77  2794.2600  2821.7600  2791.8400  2821.3500\n",
      "2018-10-08    2821.35  2768.2100  2771.9400  2710.1800  2716.5100\n",
      "2018-10-09    2716.51  2713.7300  2734.3100  2711.2000  2721.0100\n",
      "2018-10-10    2721.01  2723.7200  2743.5500  2703.0600  2725.8400\n",
      "2018-10-11    2725.84  2643.0700  2661.2900  2560.3200  2583.4600\n",
      "2018-10-12    2583.46  2574.0400  2615.9200  2536.6700  2606.9100\n",
      "2018-10-15    2606.91  2605.9100  2611.9700  2564.7400  2568.1000\n",
      "2018-10-16     2568.1  2567.7600  2597.7200  2536.4400  2546.3300\n",
      "2018-10-17    2546.33  2574.3100  2582.5500  2517.5700  2561.6100\n",
      "2018-10-18    2561.61  2544.9100  2544.9100  2485.6200  2486.4200\n",
      "2018-10-19    2486.42  2460.0800  2553.3900  2449.2000  2550.4700\n",
      "2018-10-22    2550.47  2565.6400  2675.4100  2565.6400  2654.8800\n",
      "2018-10-23    2654.88  2652.6500  2659.8100  2583.2600  2594.8300\n",
      "2018-10-24    2594.83  2579.9700  2640.4000  2577.7700  2603.3000\n",
      "2018-10-25     2603.3  2540.9300  2606.1000  2531.5300  2603.8000\n",
      "2018-10-26     2603.8  2610.9000  2626.1200  2580.8500  2598.8500\n",
      "2018-10-29    2598.85  2593.5900  2595.5400  2529.1900  2542.1000\n",
      "2018-10-30     2542.1  2538.5700  2586.9200  2521.7800  2568.0500\n",
      "2018-10-31    2568.05  2573.0100  2612.9200  2567.0300  2602.7800\n",
      "2018-11-01    2602.78  2617.0300  2636.8000  2603.6500  2606.2400\n",
      "2018-11-02    2606.24  2649.2500  2676.4800  2628.8700  2676.4800\n",
      "2018-11-05    2676.48  2665.4300  2673.1900  2639.2700  2665.4300\n",
      "2018-11-06    2665.43  2660.7200  2660.8600  2635.3200  2659.3600\n",
      "2018-11-07    2659.36  2659.8400  2675.6800  2639.2500  2641.3400\n",
      "2018-11-08    2641.34  2660.0900  2662.3700  2632.3000  2635.6300\n",
      "2018-11-09    2635.63  2621.2400  2621.2400  2598.1600  2598.8700\n",
      "2018-11-12    2598.87  2593.2000  2631.1700  2590.2100  2630.5200\n",
      "2018-11-13    2630.52  2600.5000  2666.4900  2597.3500  2654.8800\n",
      "2018-11-14    2654.88  2648.3100  2658.3100  2627.9600  2632.2400\n",
      "2018-11-15    2632.24  2632.1400  2668.1700  2631.8900  2668.1700\n",
      "2018-11-16    2668.17  2669.7800  2695.5700  2657.0300  2679.1100\n",
      "2018-11-19    2679.11  2681.9000  2703.5100  2674.1800  2703.5100\n",
      "2018-11-20    2703.51  2684.2900  2690.8300  2643.3600  2645.8500\n",
      "2018-11-21    2645.85  2619.8200  2653.8000  2617.7800  2651.5100\n",
      "2018-11-22    2651.51  2655.9000  2658.0000  2634.4800  2645.4300\n",
      "2018-11-23    2645.43  2640.6700  2642.0400  2577.3500  2579.4800\n",
      "2018-11-26    2579.48  2580.8400  2595.0000  2568.0400  2575.8100\n",
      "2018-11-27    2575.81  2585.8300  2592.5400  2566.1700  2574.6800\n",
      "2018-11-28    2574.68  2575.4500  2601.9600  2561.5600  2601.7400\n",
      "2018-11-29    2601.74  2613.7800  2617.5500  2567.4400  2567.4400\n",
      "2018-11-30    2567.44  2564.5600  2590.2100  2555.3200  2588.1900\n",
      "2018-12-03    2588.19  2647.1300  2665.3000  2629.1800  2654.8000\n",
      "2018-12-04     2654.8  2651.5600  2666.0800  2644.9000  2665.9600\n",
      "2018-12-05    2665.96  2629.8300  2660.3900  2625.9100  2649.8100\n",
      "2018-12-06    2649.81  2629.8200  2633.6800  2603.1300  2605.1800\n",
      "2018-12-07    2605.18  2609.3400  2614.5800  2599.2800  2605.8900\n",
      "2018-12-10    2605.89  2589.1900  2599.7600  2576.2400  2584.5800\n",
      "2018-12-11    2584.58  2587.0100  2596.1500  2583.2000  2594.0900\n",
      "2018-12-12    2594.09  2608.1100  2610.0100  2595.0700  2602.1500\n",
      "2018-12-13    2602.15  2607.1400  2645.8400  2599.4600  2634.0500\n",
      "2018-12-14    2634.05  2627.2800  2629.1600  2593.7400  2593.7400\n",
      "2018-12-17    2593.74  2587.2600  2598.9700  2573.8700  2597.9700\n",
      "2018-12-18    2597.97  2583.6300  2599.1500  2563.5700  2576.6500\n",
      "2018-12-19    2576.65  2578.6800  2579.8700  2547.0800  2549.5600\n",
      "2018-12-20    2549.56  2544.5100  2554.8600  2516.0200  2536.2700\n",
      "2018-12-21    2536.27  2526.5500  2527.4200  2498.6900  2516.2500\n",
      "2018-12-24    2516.25  2506.7400  2529.4400  2500.4400  2527.0100\n",
      "2018-12-25    2527.01  2503.9500  2513.9600  2462.8400  2504.8200\n",
      "2018-12-26    2504.82  2501.1200  2513.8300  2492.0800  2498.2900\n",
      "2018-12-27    2498.29  2527.7200  2532.0000  2483.0900  2483.0900\n",
      "2018-12-28    2483.09  2483.6200  2505.1100  2478.3200  2493.9000\n",
      "2019-01-02     2493.9  2497.8800  2500.2800  2456.4200  2465.2900\n",
      "2019-01-03    2465.29  2461.7800  2488.4800  2455.9300  2464.3600\n",
      "2019-01-04    2464.36  2446.0200  2515.3200  2440.9100  2514.8700\n",
      "2019-01-07    2514.87  2528.7000  2536.9800  2515.5100  2533.0900\n",
      "2019-01-08    2533.09  2530.3000  2531.3400  2520.1600  2526.4600\n",
      "2019-01-09    2526.46  2536.4200  2574.4100  2536.1600  2544.3400\n",
      "2019-01-10    2544.34  2543.8500  2551.8300  2531.6600  2535.1000\n",
      "2019-01-11     2535.1  2539.5500  2554.7900  2533.3600  2553.8300\n",
      "2019-01-14    2553.83  2553.3300  2556.2900  2533.0100  2535.7700\n",
      "2019-01-15    2535.77  2537.3700  2571.5000  2532.4300  2570.3400\n",
      "2019-01-16    2570.34  2569.0700  2574.2400  2563.0100  2570.4200\n",
      "2019-01-17    2570.42  2573.5800  2582.5600  2557.7100  2559.6400\n",
      "2019-01-18    2559.64  2567.7400  2598.8800  2565.9000  2596.0100\n",
      "2019-01-21    2596.01  2599.0600  2618.9800  2599.0600  2610.5100\n",
      "2019-01-22    2610.51  2609.6400  2609.6400  2573.0600  2579.7000\n",
      "2019-01-23     2579.7  2575.2600  2589.5100  2572.4100  2581.0000\n",
      "2019-01-24       2581  2584.6500  2597.2900  2569.7000  2591.6900\n",
      "2019-01-25    2591.69  2596.2600  2617.0000  2595.6300  2601.7200\n",
      "2019-01-28    2601.72  2615.7100  2630.3200  2591.1000  2596.9800\n",
      "2019-01-29    2596.98  2592.3500  2601.7400  2559.9800  2594.2500\n",
      "2019-01-30    2594.25  2584.7500  2598.8200  2575.4100  2575.5800\n",
      "2019-01-31    2575.58  2581.3300  2606.6300  2571.5800  2584.5700\n",
      "2019-02-01    2584.57  2597.7800  2618.4800  2590.5500  2618.2300\n",
      "2019-02-11    2618.23  2613.1700  2654.1000  2613.1700  2653.9000\n",
      "2019-02-12     2653.9  2654.0300  2674.4800  2648.8300  2671.8900\n",
      "2019-02-13    2671.89  2674.5200  2727.0700  2666.5200  2721.0700\n",
      "2019-02-14    2721.07  2715.5400  2729.4500  2707.4900  2719.7000\n",
      "2019-02-15     2719.7  2712.7900  2715.6300  2679.7800  2682.3900\n",
      "2019-02-18    2682.39  2699.8200  2754.3600  2699.8200  2754.3600\n",
      "2019-02-19    2754.36  2759.5000  2780.7800  2737.5900  2755.6500\n",
      "2019-02-20    2755.65  2761.0600  2767.4100  2739.9800  2761.2200\n",
      "2019-02-21    2761.22  2759.9400  2794.0100  2744.9800  2751.8000\n",
      "2019-02-22     2751.8  2749.4600  2804.2300  2736.3300  2804.2300\n",
      "2019-02-25    2804.23  2838.3900  2961.8000  2838.3900  2961.2800\n",
      "2019-02-26    2961.28  2969.1000  2995.6800  2938.6200  2941.5200\n",
      "2019-02-27    2941.52  2939.9300  2997.4900  2924.6400  2953.8200\n",
      "2019-02-28    2953.82  2950.0500  2965.3000  2930.2000  2940.9500\n",
      "2019-03-01    2940.95  2954.4000  2994.0100  2930.8300  2994.0100\n",
      "2019-03-04    2994.01  3015.9400  3090.8000  3006.9400  3027.5800\n",
      "2019-03-05    3027.58  3019.8800  3054.9600  3009.4500  3054.2500\n",
      "2019-03-06    3054.25  3060.4300  3103.8300  3050.1100  3102.1000\n",
      "2019-03-07     3102.1  3103.6700  3129.9400  3074.9800  3106.4200\n",
      "2019-03-08    3106.42  3038.3400  3075.0500  2969.5800  2969.8600\n",
      "2019-03-11    2969.86  2969.0800  3028.2500  2963.5800  3026.9900\n",
      "2019-03-12    3026.99  3049.0800  3093.3900  3029.9000  3060.3100\n",
      "2019-03-13    3060.31  3062.3300  3065.2900  3013.9300  3026.9500\n",
      "2019-03-14    3026.95  3013.6000  3041.1600  2968.8200  2990.6800\n",
      "2019-03-15    2990.68  3000.8800  3048.1200  2999.4300  3021.7500\n",
      "2019-03-18    3021.75  3027.8000  3096.4200  3009.5100  3096.4200\n",
      "2019-03-19    3096.42  3099.9000  3113.4300  3076.3600  3090.9700\n",
      "2019-03-20    3090.97  3084.1700  3102.5200  3053.4500  3090.6400\n",
      "2019-03-21    3090.64  3094.1200  3125.0200  3086.8500  3101.4500\n",
      "2019-03-22    3101.45  3100.7300  3107.2800  3064.8800  3104.1500\n",
      "2019-03-25    3104.15  3058.8000  3087.0000  3041.9500  3043.0300\n",
      "2019-03-26    3043.03  3057.5600  3062.6900  2988.4900  2997.1000\n",
      "2019-03-27     2997.1  3012.2600  3022.7600  2987.7700  3022.7200\n",
      "2019-03-28    3022.72  3009.8000  3025.7800  2991.7800  2994.9400\n",
      "2019-03-29    2994.94  3000.6800  3093.0300  2999.9900  3090.7600\n",
      "2019-04-01    3090.76  3111.6600  3176.6200  3111.6600  3170.3600\n",
      "2019-04-02    3170.36  3183.2700  3193.2700  3164.9100  3176.8200\n",
      "2019-04-03    3176.82  3159.1500  3219.2600  3152.3300  3216.3000\n",
      "2019-04-04     3216.3  3233.6900  3254.1400  3216.8500  3246.5700\n",
      "2019-04-08    3246.57  3271.2700  3288.4500  3210.5200  3244.8100\n",
      "2019-04-09    3244.81  3240.3900  3251.6500  3215.7000  3239.6600\n",
      "2019-04-10    3239.66  3224.6500  3264.7800  3204.8800  3241.9300\n",
      "2019-04-11    3241.93  3241.5500  3254.1300  3185.5500  3189.9600\n",
      "2019-04-12    3189.96  3184.8600  3199.2800  3168.0400  3188.6300\n",
      "2019-04-15    3188.63  3233.4600  3253.9800  3177.2700  3177.7900\n",
      "2019-04-16    3177.79  3164.4000  3253.6000  3153.2100  3253.6000\n",
      "2019-04-17     3253.6  3250.1500  3275.3300  3239.8000  3263.1200\n",
      "2019-04-18    3263.12  3261.0700  3271.3900  3241.8300  3250.2000\n",
      "2019-04-19     3250.2  3250.1500  3274.3300  3226.8100  3270.8000\n",
      "2019-04-22     3270.8  3278.4900  3279.4900  3206.8800  3215.0400\n",
      "2019-04-23    3215.04  3211.8700  3231.5800  3186.7600  3198.5900\n",
      "2019-04-24    3198.59  3203.5600  3210.6500  3156.6100  3201.6100\n",
      "2019-04-25    3201.61  3190.5900  3193.7500  3123.0300  3123.8300\n",
      "2019-04-26    3123.83  3108.1600  3129.2100  3085.8000  3086.4000\n",
      "2019-04-29     3086.4  3090.6300  3107.7600  3050.0300  3062.5000\n",
      "2019-04-30     3062.5  3052.6200  3088.4100  3052.6200  3078.3400\n",
      "2019-05-06    3078.34  2984.7300  2986.5400  2876.4700  2906.4600\n",
      "2019-05-07    2906.46  2914.2900  2937.2800  2889.0700  2926.3900\n",
      "2019-05-08    2926.39  2873.1400  2929.4300  2866.7000  2893.7600\n",
      "2019-05-09    2893.76  2871.2000  2888.8600  2845.0400  2850.9500\n",
      "2019-05-10    2850.95  2878.2300  2941.4500  2838.3800  2939.2100\n",
      "2019-05-13    2939.21  2905.0700  2921.4100  2892.1700  2903.7100\n",
      "2019-05-14    2903.71  2872.8300  2909.2000  2872.8300  2883.6100\n",
      "2019-05-15    2883.61  2902.6400  2945.3900  2902.6400  2938.6800\n",
      "2019-05-16    2938.68  2933.5000  2956.1700  2929.0600  2955.7100\n",
      "2019-05-17    2955.71  2955.7700  2956.7800  2873.8000  2882.3000\n",
      "2019-05-20     2882.3  2874.8000  2882.6300  2838.4500  2870.6000\n",
      "2019-05-21     2870.6  2867.7100  2919.2400  2862.5000  2905.9700\n",
      "2019-05-22    2905.97  2905.5200  2912.4000  2879.6400  2891.7000\n",
      "2019-05-23     2891.7  2880.8400  2885.1400  2846.9600  2852.5200\n",
      "2019-05-24    2852.52  2847.8400  2871.8600  2846.0200  2852.9900\n",
      "2019-05-27    2852.99  2851.2800  2898.1300  2833.0400  2892.3800\n",
      "2019-05-28    2892.38  2890.2700  2924.0400  2887.0800  2909.9100\n",
      "2019-05-29    2909.91  2894.8300  2934.9800  2890.6600  2914.7000\n",
      "2019-05-30     2914.7  2903.4200  2907.8500  2881.3800  2905.8100\n",
      "2019-05-31    2905.81  2904.5000  2922.9100  2895.5800  2898.7000\n",
      "2019-06-03     2898.7  2901.7400  2920.8300  2875.9000  2890.0800\n",
      "2019-06-04    2890.08  2887.6400  2888.3900  2851.9700  2862.2800\n",
      "2019-06-05    2862.28  2882.9400  2888.7700  2858.5700  2861.4200\n",
      "2019-06-06    2861.42  2862.3300  2862.3300  2822.1900  2827.8000\n",
      "2019-06-10     2827.8  2833.0100  2861.1300  2824.3600  2852.1300\n",
      "2019-06-11    2852.13  2854.0700  2927.4300  2854.0700  2925.7200\n",
      "2019-06-12    2925.72  2917.2200  2924.7000  2903.8800  2909.3800\n",
      "2019-06-13    2909.38  2905.2900  2918.4200  2885.9200  2910.7400\n",
      "2019-06-14    2910.74  2913.0000  2924.3200  2879.6600  2881.9700\n",
      "2019-06-17    2881.97  2880.4200  2902.4800  2877.3900  2887.6200\n",
      "2019-06-18    2887.62  2891.0900  2898.3300  2874.3100  2890.1600\n",
      "2019-06-19    2890.16  2944.1200  2953.3400  2916.2100  2917.8000\n",
      "2019-06-20     2917.8  2917.3300  2997.3900  2915.0900  2987.1200\n",
      "2019-06-21    2987.12  2990.3700  3010.3500  2989.2500  3001.9800\n",
      "2019-06-24    3001.98  3004.2900  3012.8300  2994.4200  3008.1500\n",
      "2019-06-25    3008.15  3004.9100  3004.9100  2948.9900  2982.0700\n",
      "2019-06-26    2982.07  2964.6200  2986.9100  2958.4600  2976.2800\n",
      "2019-06-27    2976.28  2982.6100  3011.5400  2981.0500  2996.7900\n",
      "2019-06-28    2996.79  2992.2400  2992.2400  2961.2200  2978.8800\n",
      "2019-07-01    2978.88  3024.6200  3045.3700  3014.6900  3044.9000\n",
      "2019-07-02     3044.9  3042.5800  3048.4800  3033.7800  3043.9400\n",
      "2019-07-03    3043.94  3031.8300  3031.8300  3006.3200  3015.2600\n",
      "2019-07-04    3015.26  3015.6800  3024.5000  2991.9100  3005.2500\n",
      "2019-07-05    3005.25  3004.7400  3014.8500  2990.9200  3011.0600\n",
      "2019-07-08    3011.06  2997.8100  2997.8100  2918.7200  2933.3600\n",
      "2019-07-09    2933.36  2928.8200  2937.7600  2912.8100  2928.2300\n",
      "2019-07-10    2928.23  2935.1900  2936.7500  2908.1600  2915.3000\n",
      "2019-07-11     2915.3  2928.0600  2945.8000  2907.8900  2917.7600\n",
      "2019-07-12    2917.76  2915.3400  2938.5300  2905.8100  2930.5500\n",
      "2019-07-15    2930.55  2921.5500  2955.0000  2886.7000  2942.1900\n",
      "2019-07-16    2942.19  2938.6400  2944.8200  2931.2900  2937.6200\n",
      "2019-07-17    2937.62  2933.0200  2942.0700  2924.4600  2931.6900\n",
      "2019-07-18    2931.69  2921.7400  2921.7400  2901.1800  2901.1800\n",
      "2019-07-19    2901.18  2909.6800  2939.6000  2909.6800  2924.2000\n",
      "2019-07-22     2924.2  2925.7900  2927.1600  2879.6900  2886.9700\n",
      "2019-07-23    2886.97  2886.9000  2901.3600  2883.0500  2899.9400\n",
      "2019-07-24    2899.94  2907.9300  2936.4500  2907.7900  2923.2800\n",
      "2019-07-25    2923.28  2923.1900  2937.3600  2916.1500  2937.3600\n",
      "2019-07-26    2937.36  2928.0600  2948.3300  2924.4500  2944.5400\n",
      "2019-07-29    2944.54  2943.9200  2948.4700  2932.9800  2941.0100\n",
      "2019-07-30    2941.01  2946.2600  2965.6300  2946.2600  2952.3400\n",
      "2019-07-31    2952.34  2944.4000  2944.4000  2926.4900  2932.5100\n",
      "2019-08-01    2932.51  2920.8500  2927.3400  2901.7500  2908.7700\n",
      "2019-08-02    2908.77  2861.3300  2872.4700  2851.4400  2867.8400\n",
      "2019-08-05    2867.84  2854.5800  2863.6900  2821.5000  2821.5000\n",
      "2019-08-06     2821.5  2776.9900  2787.4200  2733.9200  2777.5600\n",
      "2019-08-07    2777.56  2789.0200  2792.6900  2768.6800  2768.6800\n",
      "2019-08-08    2768.68  2784.1800  2799.6900  2782.2400  2794.5500\n",
      "2019-08-09    2794.55  2805.5900  2808.3300  2770.4800  2774.7500\n",
      "2019-08-12    2774.75  2781.9800  2814.9900  2776.6200  2814.9900\n",
      "2019-08-13    2814.99  2798.0500  2802.0400  2790.6100  2797.2600\n",
      "2019-08-14    2797.26  2824.4900  2829.8900  2807.7200  2808.9100\n",
      "2019-08-15    2808.91  2762.3400  2815.9000  2756.8300  2815.8000\n",
      "2019-08-16     2815.8  2817.5700  2840.3200  2811.8000  2823.8200\n",
      "2019-08-19    2823.82  2835.5200  2883.1000  2829.8500  2883.1000\n",
      "2019-08-20     2883.1  2879.0800  2892.0800  2875.0000  2880.0000\n",
      "2019-08-21       2880  2875.4700  2885.5900  2872.5600  2880.3300\n",
      "2019-08-22    2880.33  2887.6600  2888.5000  2867.5500  2883.4400\n",
      "2019-08-23    2883.44  2885.1500  2902.4600  2878.7400  2897.4300\n",
      "2019-08-26    2897.43  2851.0200  2870.4900  2849.2400  2863.5700\n",
      "2019-08-27    2863.57  2879.5200  2919.6400  2879.4100  2902.1900\n",
      "2019-08-28    2902.19  2901.6300  2905.4400  2887.0100  2893.7600\n",
      "2019-08-29    2893.76  2896.0000  2898.6000  2878.5900  2890.9200\n",
      "2019-08-30    2890.92  2907.3800  2914.5800  2874.1000  2886.2400\n",
      "2019-09-02    2886.24  2886.9400  2928.4800  2883.6800  2924.1100\n",
      "2019-09-03    2924.11  2925.9400  2930.1500  2915.2000  2930.1500\n",
      "2019-09-04    2930.15  2927.7500  2957.4100  2925.8800  2957.4100\n",
      "2019-09-05    2957.41  2972.6600  3015.8400  2972.6600  2985.8600\n",
      "2019-09-06    2985.86  2996.6200  2999.9400  2981.6000  2999.6000\n",
      "2019-09-09     2999.6  3023.7800  3026.2400  3005.6900  3024.7400\n",
      "2019-09-10    3024.74  3027.4100  3027.4100  3005.3800  3021.2000\n",
      "2019-09-11     3021.2  3029.9300  3030.5600  3004.2200  3008.8100\n",
      "2019-09-12    3008.81  3016.6300  3033.4700  3005.1900  3031.2400\n",
      "2019-09-16    3031.24  3041.9200  3042.9300  3020.0500  3030.7500\n",
      "2019-09-17    3030.75  3023.7100  3023.7100  2970.5700  2978.1200\n",
      "2019-09-18    2978.12  2984.0800  2996.4000  2982.4000  2985.6600\n",
      "2019-09-19    2985.66  2992.9200  2999.2800  2975.4000  2999.2800\n",
      "2019-09-20    2999.28  3004.8100  3011.3400  2996.1900  3006.4500\n",
      "2019-09-23    3006.45  2998.4000  2998.4000  2960.8300  2977.0800\n",
      "2019-09-24    2977.08  2979.4800  3002.9000  2973.7600  2985.3400\n",
      "2019-09-25    2985.34  2977.6700  2977.6700  2955.4300  2955.4300\n",
      "2019-09-26    2955.43  2964.4800  2970.0400  2928.2600  2929.0900\n",
      "2019-09-27    2929.09  2929.4900  2939.0800  2920.9300  2932.1700\n",
      "2019-09-30    2932.17  2927.9200  2936.4800  2905.1900  2905.1900\n",
      "2019-10-08    2905.19  2905.7600  2933.0200  2905.7600  2913.5700\n",
      "2019-10-09    2913.57  2902.0800  2924.8600  2891.5400  2924.8600\n",
      "2019-10-10    2924.86  2923.7100  2949.2400  2918.2300  2947.7100\n",
      "2019-10-11    2947.71  2954.8200  2980.7900  2943.0100  2973.6600\n",
      "2019-10-14    2973.66  2993.9600  3026.3800  2989.8100  3007.8800\n",
      "2019-10-15    3007.88  3005.6600  3005.6600  2986.3000  2991.0500\n",
      "2019-10-16    2991.05  2992.6100  3010.4200  2975.9200  2978.7100\n",
      "2019-10-17    2978.71  2979.9900  2986.7200  2969.5700  2977.3300\n",
      "2019-10-18    2977.33  2982.3400  2987.2000  2933.2400  2938.1400\n",
      "2019-10-21    2938.14  2933.9000  2940.3200  2917.6900  2939.6200\n",
      "2019-10-22    2939.62  2945.6000  2954.6400  2934.3900  2954.3800\n",
      "2019-10-23    2954.38  2952.9700  2957.3000  2934.6300  2941.6200\n",
      "2019-10-24    2941.62  2944.0100  2953.0400  2927.0600  2940.9200\n",
      "2019-10-25    2940.92  2940.4700  2958.2400  2920.5200  2954.9300\n",
      "2019-10-28    2954.93  2958.6900  2980.1300  2956.9600  2980.0500\n",
      "2019-10-29    2980.05  2979.0400  2979.0400  2954.1800  2954.1800\n",
      "2019-10-30    2954.18  2949.4600  2953.3000  2934.8300  2939.3200\n",
      "2019-10-31    2939.32  2944.8400  2946.7500  2923.5200  2929.0600\n",
      "2019-11-01    2929.06  2924.3400  2959.8300  2917.1500  2958.2000\n",
      "2019-11-04     2958.2  2964.5800  2983.0600  2964.5800  2975.4900\n",
      "2019-11-05    2975.49  2977.7000  3008.3100  2968.0300  2991.5600\n",
      "2019-11-06    2991.56  2992.0400  2995.5600  2969.7200  2978.6000\n",
      "2019-11-07     2978.6  2978.1500  2988.9500  2969.1200  2978.7100\n",
      "2019-11-08    2978.71  2993.9800  2998.7600  2962.8400  2964.1800\n",
      "2019-11-11    2964.18  2949.9600  2949.9600  2906.7700  2909.9700\n",
      "2019-11-12    2909.97  2913.0000  2918.3000  2891.5100  2914.8200\n",
      "2019-11-13    2914.82  2913.0200  2913.8600  2893.9700  2905.2400\n",
      "2019-11-14    2905.24  2907.7400  2917.3700  2899.6200  2909.8700\n",
      "2019-11-15    2909.87  2911.3500  2917.8300  2891.2000  2891.3400\n",
      "2019-11-18    2891.34  2889.5500  2911.3800  2884.0900  2909.2000\n",
      "2019-11-19     2909.2  2904.2800  2933.9900  2902.8600  2933.9900\n",
      "2019-11-20    2933.99  2928.1100  2930.4900  2907.4200  2911.0500\n",
      "2019-11-21    2911.05  2902.5500  2910.3600  2891.5300  2903.6400\n",
      "2019-11-22    2903.64  2906.2400  2925.0200  2873.9900  2885.2900\n",
      "2019-11-25    2885.29  2885.6100  2906.6100  2880.6500  2906.1700\n",
      "2019-11-26    2906.17  2912.5200  2915.0400  2897.9300  2907.0600\n",
      "2019-11-27    2907.06  2905.4000  2914.4900  2893.4200  2903.1900\n",
      "2019-11-28    2903.19  2902.3600  2909.8400  2883.4300  2889.6900\n",
      "2019-11-29    2889.69  2885.9700  2892.3900  2858.5800  2871.9800\n",
      "2019-12-02    2871.98  2874.4500  2888.8900  2870.2400  2875.8100\n",
      "2019-12-03    2875.81  2869.8800  2884.8600  2857.3200  2884.7000\n",
      "2019-12-04     2884.7  2876.9100  2882.5000  2869.4200  2878.1200\n",
      "2019-12-05    2878.12  2886.5200  2902.0000  2885.0800  2899.4700\n",
      "2019-12-06    2899.47  2902.2800  2912.0100  2894.7500  2912.0100\n",
      "2019-12-09    2912.01  2914.4600  2919.5900  2905.2500  2914.4800\n",
      "2019-12-10    2914.48  2908.9400  2919.2000  2902.7900  2917.3200\n",
      "2019-12-11    2917.32  2922.6000  2928.2600  2915.0000  2924.4200\n",
      "2019-12-12    2924.42  2926.3400  2926.3400  2913.4800  2915.7000\n",
      "2019-12-13     2915.7  2937.7800  2969.9800  2935.8500  2967.6800\n",
      "2019-12-16    2967.68  2970.9700  2984.6400  2958.7100  2984.3900\n",
      "2019-12-17    2984.39  2985.2600  3039.3800  2982.5000  3022.4200\n",
      "2019-12-18    3022.42  3021.4700  3033.2300  3011.7200  3017.0400\n",
      "2019-12-19    3017.04  3017.1500  3021.4200  3007.9900  3017.0700\n",
      "2019-12-20    3017.07  3019.6400  3027.4800  3002.2600  3004.9400\n",
      "2019-12-23    3004.94  2999.0400  3009.3400  2960.4300  2962.7500\n",
      "2019-12-24    2962.75  2965.8300  2983.8200  2960.6800  2982.6800\n",
      "2019-12-25    2982.68  2980.4300  2988.2900  2970.6600  2981.8800\n",
      "2019-12-26    2981.88  2981.2500  3007.3500  2980.4000  3007.3500\n",
      "2019-12-27    3007.35  3006.8500  3036.1100  3003.6300  3005.0400\n",
      "2019-12-30    3005.04  2998.1700  3041.4000  2983.3400  3040.0200\n",
      "2019-12-31    3040.02  3036.3900  3051.6800  3030.5100  3050.1200\n",
      "2020-01-02    3050.12  3066.3400  3098.1000  3066.3400  3085.2000\n",
      "2020-01-03     3085.2  3089.0200  3093.8200  3074.5200  3083.7900\n",
      "2020-01-06    3083.79  3070.9100  3107.2000  3065.3100  3083.4100\n",
      "2020-01-07    3083.41  3085.4900  3105.4500  3084.3300  3104.8000\n",
      "2020-01-08     3104.8  3094.2400  3094.2400  3059.1300  3066.8900\n",
      "2020-01-09    3066.89  3082.6400  3097.3300  3080.1300  3094.8800\n",
      "2020-01-10    3094.88  3102.2900  3105.2200  3081.4000  3092.2900\n",
      "2020-01-13    3092.29  3091.4900  3115.5700  3075.3800  3115.5700\n",
      "2020-01-14    3115.57  3120.6700  3127.1700  3105.6000  3106.8200\n",
      "2020-01-15    3106.82  3103.1700  3107.9400  3082.0400  3090.0400\n",
      "2020-01-16    3090.04  3095.7300  3096.3700  3070.8800  3074.0800\n",
      "2020-01-17    3074.08  3081.4600  3091.9500  3067.2500  3075.5000\n",
      "2020-01-20     3075.5  3082.1100  3096.3100  3070.4800  3095.7900\n",
      "2020-01-21    3095.79  3085.7900  3085.7900  3051.2300  3052.1400\n",
      "2020-01-22    3052.14  3038.4900  3069.2500  3006.2700  3060.7500\n",
      "2020-01-23    3060.75  3037.9500  3045.0400  2955.3500  2976.5300\n",
      "2020-02-03    2976.53  2716.7000  2766.5800  2716.7000  2746.6100\n",
      "2020-02-04    2746.61  2685.2700  2786.1600  2685.2700  2783.2900\n",
      "2020-02-05    2783.29  2792.3700  2842.7400  2778.8600  2818.0900\n",
      "2020-02-06    2818.09  2826.8900  2876.5900  2807.6100  2866.5100\n",
      "2020-02-07    2866.51  2858.9300  2875.9600  2838.7700  2875.9600\n",
      "2020-02-10    2875.96  2860.5000  2891.8500  2851.0500  2890.4900\n",
      "2020-02-11    2890.49  2894.5400  2913.8200  2882.2400  2901.6700\n",
      "2020-02-12    2901.67  2895.5600  2926.9000  2892.4200  2926.9000\n",
      "2020-02-13     2926.9  2927.1400  2935.4100  2901.2400  2906.0700\n",
      "2020-02-14    2906.07  2899.8700  2926.9400  2899.5700  2917.0100\n",
      "2020-02-17    2917.01  2924.9900  2983.6400  2924.9900  2983.6200\n",
      "2020-02-18    2983.62  2981.4100  2990.6000  2960.7800  2984.9700\n",
      "2020-02-19    2984.97  2979.5200  2998.2700  2971.8200  2975.4000\n",
      "2020-02-20     2975.4  2981.8800  3031.3700  2968.4500  3030.1500\n",
      "2020-02-21    3030.15  3022.2500  3058.9000  3020.1400  3039.6700\n",
      "2020-02-24    3039.67  3027.8900  3042.1800  3007.3600  3031.2300\n",
      "2020-02-25    3031.23  2982.0700  3016.9500  2943.7200  3013.0500\n",
      "2020-02-26    3013.05  2978.4200  3028.7800  2974.9400  2987.9300\n",
      "2020-02-27    2987.93  2992.4900  3009.4600  2980.4800  2991.3300\n",
      "2020-02-28    2991.33  2924.6400  2948.1300  2878.5400  2880.3000\n",
      "2020-03-02     2880.3  2899.3100  2982.5100  2899.3100  2970.9300\n",
      "2020-03-03    2970.93  3006.8900  3026.8400  2976.6200  2992.9000\n",
      "2020-03-04     2992.9  2981.8100  3012.0000  2974.3600  3011.6700\n",
      "2020-03-05    3011.67  3036.1500  3074.2600  3022.9300  3071.6800\n",
      "2020-03-06    3071.68  3039.9400  3052.4400  3029.4600  3034.5100\n",
      "2020-03-09    3034.51  2987.1800  2989.2100  2940.7100  2943.2900\n",
      "2020-03-10    2943.29  2918.9300  3000.3000  2904.8000  2996.7600\n",
      "2020-03-11    2996.76  3001.7600  3010.0300  2968.5200  2968.5200\n",
      "2020-03-12    2968.52  2936.0200  2944.4700  2906.2800  2923.4900\n",
      "2020-03-13    2923.49  2804.2300  2910.8800  2799.9800  2887.4300\n",
      "2020-03-16    2887.43  2897.3000  2898.0300  2784.6600  2789.2500\n",
      "2020-03-17    2789.25  2796.2800  2826.9100  2715.2200  2779.6400\n",
      "2020-03-18    2779.64  2792.3200  2815.8700  2728.7600  2728.7600\n",
      "2020-03-19    2728.76  2719.4100  2736.8200  2646.8000  2702.1300\n",
      "2020-03-20    2702.13  2727.0200  2751.9000  2702.4900  2745.6200\n",
      "2020-03-23    2745.62  2677.5900  2703.3300  2656.5000  2660.1700\n",
      "2020-03-24    2660.17  2703.0200  2723.4100  2667.1300  2722.4400\n",
      "2020-03-25    2722.44  2775.3000  2788.6400  2757.8000  2781.5900\n",
      "2020-03-26    2781.59  2761.9000  2788.5000  2753.4300  2764.9100\n",
      "2020-03-27    2764.91  2792.9800  2805.5500  2771.7600  2772.2000\n",
      "2020-03-30     2772.2  2739.7200  2759.1000  2723.0500  2747.2100\n",
      "2020-03-31    2747.21  2767.3100  2771.1700  2743.1200  2750.3000\n",
      "2020-04-01     2750.3  2743.5400  2773.3600  2731.0800  2734.5200\n",
      "2020-04-02    2734.52  2720.2300  2780.6400  2719.9000  2780.6400\n",
      "2020-04-03    2780.64  2773.5800  2780.5900  2754.0700  2763.9900\n",
      "2020-04-07    2763.99  2806.9700  2823.2800  2801.8400  2820.7600\n",
      "2020-04-08    2820.76  2805.9200  2823.2100  2800.3000  2815.3700\n",
      "2020-04-09    2815.37  2825.8400  2832.3900  2820.4300  2825.9000\n",
      "2020-04-10     2825.9  2827.1900  2833.0100  2789.9800  2796.6300\n",
      "2020-04-13    2796.63  2784.6000  2792.8900  2774.0800  2783.0500\n",
      "2020-04-14    2783.05  2794.8000  2827.3000  2789.4300  2827.2800\n",
      "2020-04-15    2827.28  2826.6600  2829.7500  2808.7000  2811.1700\n",
      "2020-04-16    2811.17  2798.4300  2823.3400  2796.8400  2819.9300\n",
      "2020-04-17    2819.93  2835.5600  2854.9600  2830.0200  2838.4900\n",
      "2020-04-20    2838.49  2840.4100  2852.9900  2833.2600  2852.5500\n",
      "2020-04-21    2852.55  2842.2400  2842.2400  2808.0200  2827.0100\n",
      "2020-04-22    2827.01  2814.0700  2843.9800  2808.4800  2843.9800\n",
      "2020-04-23    2843.98  2850.5100  2853.6400  2835.9000  2838.5000\n",
      "2020-04-24     2838.5  2834.9400  2834.9400  2802.5000  2808.5300\n",
      "2020-04-27    2808.53  2812.2400  2832.6700  2802.9600  2815.4900\n",
      "2020-04-28    2815.49  2819.9900  2821.7400  2758.2500  2810.0200\n",
      "2020-04-29    2810.02  2801.3800  2831.7600  2800.7400  2822.4400\n",
      "2020-04-30    2822.44  2832.3800  2865.5900  2832.3800  2860.0800\n",
      "2020-05-06    2860.08  2831.6300  2879.2600  2830.6500  2878.1400\n",
      "2020-05-07    2878.14  2876.4700  2882.0200  2864.5800  2871.5200\n",
      "2020-05-08    2871.52  2882.7100  2903.8000  2879.2000  2895.3400\n",
      "2020-05-11    2895.34  2901.5700  2914.2800  2884.3800  2894.8000\n",
      "2020-05-12     2894.8  2894.6200  2897.9000  2871.2300  2891.5600\n",
      "2020-05-13    2891.56  2882.9600  2900.2600  2875.5400  2898.0500\n",
      "2020-05-14    2898.05  2887.0600  2887.0600  2869.1800  2870.3400\n",
      "2020-05-15    2870.34  2880.7100  2884.2200  2863.3700  2868.4600\n",
      "2020-05-18    2868.46  2872.5200  2889.9800  2862.2700  2875.4200\n",
      "2020-05-19    2875.42  2897.6900  2900.2200  2887.5800  2898.5800\n",
      "2020-05-20    2898.58  2896.4700  2896.4700  2876.1800  2883.7400\n",
      "2020-05-21    2883.74  2890.7200  2891.5200  2864.2100  2867.9200\n",
      "2020-05-22    2867.92  2863.0500  2863.0500  2808.0200  2813.7700\n",
      "2020-05-25    2813.77  2816.2400  2821.5000  2802.4700  2817.9700\n",
      "2020-05-26    2817.97  2827.9000  2848.3400  2825.9000  2846.5500\n",
      "2020-05-27    2846.55  2847.3200  2849.0000  2831.9300  2836.8000\n",
      "2020-05-28     2836.8  2838.2100  2861.9200  2820.1500  2846.2200\n",
      "2020-05-29    2846.22  2835.5800  2855.3800  2829.6300  2852.3500\n",
      "2020-06-01    2852.35  2871.9600  2917.1500  2871.9600  2915.4300\n",
      "2020-06-02    2915.43  2916.3200  2926.3600  2909.1300  2921.4000\n",
      "2020-06-03     2921.4  2930.3900  2942.7600  2922.6600  2923.3700\n",
      "2020-06-04    2923.37  2931.8400  2932.9700  2910.7500  2919.2500\n",
      "2020-06-05    2919.25  2923.1900  2930.8000  2909.1200  2930.8000\n",
      "2020-06-08     2930.8  2941.9800  2950.0700  2934.2100  2937.7700\n",
      "2020-06-09    2937.77  2939.5400  2957.1200  2932.9400  2956.1100\n",
      "2020-06-10    2956.11  2951.2800  2951.3300  2934.8400  2943.7500\n",
      "2020-06-11    2943.75  2939.7900  2952.6500  2912.1900  2920.9000\n",
      "2020-06-12     2920.9  2876.8000  2930.2600  2872.6200  2919.7400\n",
      "2020-06-15    2919.74  2908.2800  2922.5400  2890.0300  2890.0300\n",
      "2020-06-16    2890.03  2912.8300  2931.7800  2909.1300  2931.7500\n",
      "2020-06-17    2931.75  2932.6700  2936.6200  2919.0400  2935.8700\n",
      "2020-06-18    2935.87  2929.8800  2942.9000  2920.1100  2939.3200\n",
      "2020-06-19    2939.32  2938.7900  2973.3200  2935.8200  2967.6300\n",
      "2020-06-22    2967.63  2966.9000  2983.4400  2959.0300  2965.2700\n",
      "2020-06-23    2965.27  2960.8900  2972.4000  2949.8500  2970.6200\n",
      "2020-06-24    2970.62  2972.9800  2982.9400  2971.2200  2979.5500\n",
      "2020-06-29    2979.55  2973.0800  2977.9100  2951.7700  2961.5200\n",
      "2020-06-30    2961.52  2965.1100  2990.8300  2965.1100  2984.6700\n",
      "2020-07-01    2984.67  2991.1800  3026.1900  2984.9800  3025.9800\n",
      "2020-07-02    3025.98  3023.7200  3092.4400  3021.6700  3090.5700\n",
      "2020-07-03    3090.57  3104.0000  3152.8100  3104.0000  3152.8100\n",
      "2020-07-06    3152.81  3187.8400  3337.2700  3187.8400  3332.8800\n",
      "2020-07-07    3332.88  3380.9500  3407.0800  3336.2400  3345.3400\n",
      "2020-07-08    3345.34  3337.5500  3421.5300  3327.7100  3403.4400\n",
      "2020-07-09    3403.44  3403.4800  3456.9700  3393.6400  3450.5900\n",
      "2020-07-10    3450.59  3418.9300  3433.1100  3372.5100  3383.3200\n",
      "2020-07-13    3383.32  3379.3900  3458.7900  3369.0400  3443.2900\n",
      "2020-07-14    3443.29  3435.0200  3451.2200  3366.0800  3414.6200\n",
      "2020-07-15    3414.62  3422.0800  3432.4500  3345.7500  3361.3000\n",
      "2020-07-16     3361.3  3356.3600  3373.5300  3209.7300  3210.1000\n",
      "2020-07-17     3210.1  3214.4000  3252.7800  3181.2700  3214.1300\n",
      "2020-07-20    3214.13  3243.9100  3314.1500  3220.6800  3314.1500\n",
      "2020-07-21    3314.15  3330.5500  3336.6800  3300.5700  3320.8900\n",
      "2020-07-22    3320.89  3315.1800  3381.9800  3311.7900  3333.1600\n",
      "2020-07-23    3333.16  3306.1500  3336.3000  3257.8300  3325.1100\n",
      "2020-07-24    3325.11  3310.6400  3319.1300  3184.9600  3196.7700\n",
      "2020-07-27    3196.77  3210.3900  3221.9800  3174.6600  3205.2300\n",
      "2020-07-28    3205.23  3226.1300  3245.3000  3208.4900  3227.9600\n",
      "2020-07-29    3227.96  3221.9900  3294.5500  3209.9900  3294.5500\n",
      "2020-07-30    3294.55  3299.5700  3312.4500  3282.1600  3286.8200\n",
      "2020-07-31    3286.82  3280.8000  3333.7900  3261.6100  3310.0100\n",
      "2020-08-03    3310.01  3332.1800  3368.1000  3327.6800  3367.9700\n",
      "2020-08-04    3367.97  3376.4400  3391.0700  3352.5000  3371.6900\n",
      "2020-08-05    3371.69  3363.3300  3383.6400  3333.8800  3377.5600\n",
      "2020-08-06    3377.56  3380.7600  3392.7000  3334.3300  3386.4600\n",
      "2020-08-07    3386.46  3370.5900  3374.1300  3307.7100  3354.0400\n",
      "2020-08-10    3354.04  3341.5300  3399.9300  3335.0400  3379.2500\n",
      "2020-08-11    3379.25  3379.4900  3409.0600  3336.0900  3340.2900\n",
      "2020-08-12    3340.29  3327.4900  3335.7300  3263.2700  3319.2700\n",
      "2020-08-13    3319.27  3328.1800  3338.1500  3309.4600  3320.7300\n",
      "2020-08-14    3320.73  3315.6700  3362.0300  3302.7400  3360.1000\n",
      "2020-08-17     3360.1  3373.9000  3450.9000  3369.3700  3438.8000\n",
      "2020-08-18     3438.8  3441.9300  3456.7200  3432.6400  3451.0900\n",
      "2020-08-19    3451.09  3444.5600  3454.4600  3406.1600  3408.1300\n",
      "2020-08-20    3408.13  3385.9600  3394.5600  3352.7800  3363.9000\n",
      "2020-08-21     3363.9  3380.2300  3393.9200  3358.0000  3380.6800\n",
      "2020-08-24    3380.68  3391.1100  3396.5700  3368.0300  3385.6400\n",
      "2020-08-25    3385.64  3392.8800  3408.8700  3364.1600  3373.5800\n",
      "2020-08-26    3373.58  3371.8100  3382.6000  3320.1400  3329.7400\n",
      "2020-08-27    3329.74  3333.4900  3351.8300  3312.9900  3350.1100\n",
      "2020-08-28    3350.11  3346.2900  3405.8800  3339.6500  3403.8100\n",
      "2020-08-31    3403.81  3416.5500  3442.7400  3395.4700  3395.6800\n",
      "2020-09-01    3395.68  3389.7400  3410.6100  3381.7100  3410.6100\n",
      "2020-09-02    3410.61  3420.4700  3421.4000  3377.2100  3404.8000\n",
      "2020-09-03     3404.8  3404.0300  3425.6300  3374.2600  3384.9800\n",
      "2020-09-04    3384.98  3336.4100  3360.1100  3328.5500  3355.3700\n",
      "2020-09-07    3355.37  3349.9200  3368.2400  3285.6300  3292.5900\n",
      "2020-09-08    3292.59  3301.2200  3324.3900  3276.4400  3316.4200\n",
      "2020-09-09    3316.42  3281.0000  3289.6100  3238.5600  3254.6300\n",
      "2020-09-10    3254.63  3282.2300  3285.4700  3227.6400  3234.8200\n",
      "2020-09-11    3234.82  3225.7800  3262.5000  3220.5400  3260.3500\n",
      "2020-09-14    3260.35  3275.9200  3283.5300  3261.1500  3278.8100\n",
      "2020-09-15    3278.81  3277.1300  3297.6900  3263.7500  3295.6800\n",
      "2020-09-16    3295.68  3293.1700  3302.4600  3271.0700  3283.9200\n",
      "2020-09-17    3283.92  3277.3200  3290.4100  3248.5000  3270.4300\n",
      "2020-09-18    3270.43  3270.9100  3338.3200  3268.5300  3338.0900\n",
      "2020-09-21    3338.09  3348.9000  3350.5900  3313.0700  3316.9400\n",
      "2020-09-22    3316.94  3290.6700  3320.2300  3265.7000  3274.3000\n",
      "2020-09-23     3274.3  3278.8400  3289.7600  3264.8900  3279.7100\n",
      "2020-09-24    3279.71  3262.8800  3265.3500  3221.2400  3223.1800\n",
      "2020-09-25    3223.18  3234.3700  3239.4700  3208.0300  3219.4200\n",
      "2020-09-28    3219.42  3224.9800  3238.1800  3210.8900  3217.5300\n",
      "2020-09-29    3217.53  3231.8600  3242.7900  3219.7900  3224.3600\n",
      "2020-09-30    3224.36  3232.7100  3244.9100  3202.3400  3218.0500\n",
      "2020-10-09    3218.05  3262.6100  3280.5100  3260.1900  3272.0800\n",
      "2020-10-12    3272.08  3287.3300  3359.1500  3286.1100  3358.4700\n",
      "2020-10-13    3358.47  3353.1200  3361.8300  3334.5000  3359.7500\n",
      "2020-10-14    3359.75  3353.6200  3353.6200  3332.9600  3340.7800\n",
      "2020-10-15    3340.78  3342.9200  3354.5800  3330.0000  3332.1800\n",
      "2020-10-16    3332.18  3334.4600  3348.9500  3319.1100  3336.3600\n",
      "2020-10-19    3336.36  3351.1000  3371.0900  3307.8400  3312.6700\n",
      "2020-10-20    3312.67  3307.1500  3328.1000  3293.7700  3328.1000\n",
      "2020-10-21     3328.1  3332.1500  3332.1500  3304.1700  3325.0200\n",
      "2020-10-22    3325.02  3315.8200  3320.8800  3281.3700  3312.5000\n",
      "2020-10-23     3312.5  3308.1600  3326.0500  3276.6200  3278.0000\n",
      "2020-10-26       3278  3258.7000  3264.4500  3226.6000  3251.1200\n",
      "2020-10-27    3251.12  3240.7400  3258.3400  3235.5400  3254.3200\n",
      "2020-10-28    3254.32  3256.2200  3275.8700  3238.3800  3269.2400\n",
      "2020-10-29    3269.24  3235.7600  3289.7700  3231.1200  3272.7300\n",
      "2020-10-30    3272.73  3278.6300  3279.8600  3219.4200  3224.5300\n",
      "2020-11-02    3224.53  3228.7200  3242.8000  3209.9100  3225.1200\n",
      "2020-11-03    3225.12  3239.8100  3278.3800  3237.8500  3271.0700\n",
      "2020-11-04    3271.07  3273.4300  3286.6200  3254.1100  3277.4400\n",
      "2020-11-05    3277.44  3305.5800  3320.4100  3291.6000  3320.1300\n",
      "2020-11-06    3320.13  3326.4600  3326.4600  3292.1500  3312.1600\n",
      "2020-11-09    3312.16  3329.4300  3380.8200  3329.4300  3373.7300\n",
      "2020-11-10    3373.73  3387.6200  3387.6200  3346.1700  3360.1500\n",
      "2020-11-11    3360.15  3354.0200  3365.8400  3339.0400  3342.2000\n",
      "2020-11-12     3342.2  3344.4600  3350.2800  3329.4900  3338.6800\n",
      "2020-11-13    3338.68  3327.2300  3327.2300  3291.6400  3310.1000\n",
      "2020-11-16     3310.1  3325.6200  3346.9700  3313.6500  3346.9700\n",
      "2020-11-17    3346.97  3347.1500  3347.7000  3323.9500  3339.8900\n",
      "2020-11-18    3339.89  3337.3300  3358.8900  3333.9900  3347.3000\n",
      "2020-11-19     3347.3  3339.0900  3367.3300  3330.4500  3363.0900\n",
      "2020-11-20    3363.09  3359.6000  3380.1500  3356.3100  3377.7300\n",
      "2020-11-23    3377.73  3384.1000  3431.6500  3377.9900  3414.4900\n",
      "2020-11-24    3414.49  3407.4100  3413.9300  3396.2400  3402.8200\n",
      "2020-11-25    3402.82  3417.5100  3423.4900  3362.3300  3362.3300\n",
      "2020-11-26    3362.33  3360.0600  3371.4500  3344.2800  3369.7300\n",
      "2020-11-27    3369.73  3373.8400  3408.3100  3364.4900  3408.3100\n",
      "2020-11-30    3408.31  3418.1600  3456.7400  3391.7600  3391.7600\n",
      "2020-12-01    3391.76  3388.9900  3457.6400  3386.9100  3451.9400\n",
      "2020-12-02    3451.94  3453.5200  3465.7300  3435.8700  3449.3800\n",
      "2020-12-03    3449.38  3448.5400  3452.1600  3428.8000  3442.1400\n",
      "2020-12-04    3442.14  3436.7300  3448.4000  3417.0500  3444.5800\n",
      "2020-12-07    3444.58  3446.6500  3449.5800  3414.3100  3416.6000\n",
      "2020-12-08     3416.6  3417.6900  3428.6600  3403.0300  3410.1800\n",
      "2020-12-09    3410.18  3416.0800  3422.5400  3371.9200  3371.9600\n",
      "2020-12-10    3371.96  3365.7300  3384.8900  3357.7500  3373.2800\n",
      "2020-12-11    3373.28  3381.0100  3383.1800  3325.1700  3347.1900\n",
      "2020-12-14    3347.19  3349.5300  3371.1300  3338.6300  3369.1200\n",
      "2020-12-15    3369.12  3366.5800  3373.5600  3348.4200  3367.2300\n",
      "2020-12-16    3367.23  3371.2600  3378.6600  3359.1700  3366.9800\n",
      "2020-12-17    3366.98  3367.2800  3406.1500  3354.0100  3404.8700\n",
      "2020-12-18    3404.87  3400.4900  3413.8100  3382.7500  3394.9000\n",
      "2020-12-21     3394.9  3394.3900  3423.6100  3381.1200  3420.5700\n",
      "2020-12-22    3420.57  3410.9700  3415.7500  3353.8600  3356.7800\n",
      "2020-12-23    3356.78  3362.4700  3394.2100  3360.2000  3382.3200\n",
      "2020-12-24    3382.32  3382.1900  3394.0700  3354.0200  3363.1100\n",
      "2020-12-25    3363.11  3351.7900  3397.0100  3348.3500  3396.5600\n",
      "2020-12-28    3396.56  3396.3600  3412.5200  3383.6500  3397.2900\n",
      "2020-12-29    3397.29  3399.2900  3407.0900  3376.0900  3379.0400\n",
      "2020-12-30    3379.04  3375.0100  3414.4500  3374.4200  3414.4500\n",
      "2020-12-31    3414.45  3419.7300  3474.9200  3419.7300  3473.0700\n",
      "2021-01-04    3473.07  3474.6800  3511.6600  3457.2100  3502.9600\n",
      "2021-01-05    3502.96  3492.1900  3528.6800  3484.7200  3528.6800\n",
      "2021-01-06    3528.68  3530.9100  3556.8000  3513.1300  3550.8800\n",
      "2021-01-07    3550.88  3552.9100  3576.2000  3526.6200  3576.2000\n",
      "2021-01-08     3576.2  3577.6900  3588.0600  3544.8900  3570.1100\n",
      "2021-01-11    3570.11  3571.3200  3597.7000  3516.9900  3531.5000\n",
      "2021-01-12     3531.5  3518.0100  3608.3400  3517.4700  3608.3400\n",
      "2021-01-13    3608.34  3613.2800  3622.3500  3575.5900  3598.6500\n",
      "2021-01-14    3598.65  3584.9300  3599.0600  3559.6000  3565.9000\n",
      "2021-01-15     3565.9  3566.2800  3589.2700  3533.7900  3566.3800\n",
      "2021-01-18    3566.38  3554.8000  3608.7700  3544.2600  3596.2200\n",
      "2021-01-19    3596.22  3596.3600  3603.1500  3553.0200  3566.3800\n",
      "2021-01-20    3566.38  3564.1200  3589.9600  3556.4400  3583.0900\n",
      "2021-01-21    3583.09  3590.9200  3636.2400  3585.8000  3621.2600\n",
      "2021-01-22    3621.26  3616.5400  3616.5400  3585.0300  3606.7500\n",
      "2021-01-25    3606.75  3605.3600  3637.1000  3591.0200  3624.2400\n",
      "2021-01-26    3624.24  3610.9700  3610.9700  3564.7400  3569.4300\n",
      "2021-01-27    3569.43  3567.5500  3578.8000  3546.4900  3573.3400\n",
      "2021-01-28    3573.34  3534.6700  3549.5400  3496.8800  3505.1800\n",
      "2021-01-29    3505.18  3521.7200  3531.6000  3446.5500  3483.0700\n",
      "2021-02-01    3483.07  3477.1700  3506.3900  3469.8800  3505.2800\n",
      "2021-02-02    3505.28  3510.8100  3535.5000  3495.5700  3533.6800\n",
      "2021-02-03    3533.68  3531.1500  3544.0100  3508.5100  3517.3100\n",
      "2021-02-04    3517.31  3503.7800  3524.7200  3465.7700  3501.8600\n",
      "2021-02-05    3501.86  3509.4900  3536.5400  3492.9600  3496.3300\n",
      "2021-02-08    3496.33  3504.5600  3542.2100  3492.1300  3532.4500\n",
      "2021-02-09    3532.45  3539.7700  3604.0100  3528.6800  3603.4900\n",
      "2021-02-10    3603.49  3612.6100  3662.7700  3612.5000  3655.0900\n",
      "2021-02-18    3655.09  3721.0900  3731.6900  3663.6600  3675.3600\n",
      "2021-02-19    3675.36  3661.7800  3699.6500  3634.0100  3696.1700\n",
      "2021-02-22    3696.17  3707.1900  3717.2700  3642.4400  3642.4400\n",
      "2021-02-23    3642.44  3617.7000  3672.1500  3617.7000  3636.3600\n",
      "2021-02-24    3636.36  3638.9400  3645.6500  3531.5900  3564.0800\n",
      "2021-02-25    3564.08  3595.5400  3608.5600  3568.4700  3585.0500\n",
      "2021-02-26    3585.05  3514.5600  3550.4100  3500.7000  3509.0800\n",
      "2021-03-01    3509.08  3531.4800  3552.5700  3511.9900  3551.4000\n",
      "2021-03-02     3551.4  3566.8500  3566.8500  3485.3600  3508.5900\n",
      "2021-03-03    3508.59  3500.1600  3577.6200  3498.7200  3576.9000\n",
      "2021-03-04     3576.9  3546.6400  3552.2000  3487.3800  3503.4900\n",
      "2021-03-05    3503.49  3463.3100  3523.5700  3456.6700  3501.9900\n",
      "2021-03-08    3501.99  3524.9800  3542.3000  3421.2200  3421.4100\n",
      "2021-03-09    3421.41  3415.3400  3429.1500  3328.3100  3359.2900\n",
      "2021-03-10    3359.29  3389.8400  3397.0300  3354.8200  3357.7400\n",
      "2021-03-11    3357.74  3369.9000  3436.8300  3369.9000  3436.8300\n",
      "2021-03-12    3436.83  3447.2000  3454.5100  3417.2400  3453.0800\n",
      "2021-03-15    3453.08  3441.8800  3457.4900  3392.5100  3419.9500\n",
      "2021-03-16    3419.95  3424.6500  3448.8800  3406.1700  3446.7300\n",
      "2021-03-17    3446.73  3435.7300  3454.0600  3410.2800  3445.5500\n",
      "2021-03-18    3445.55  3449.6400  3478.1400  3449.3800  3463.0700\n",
      "2021-03-19    3463.07  3423.8700  3439.5200  3389.2900  3404.6600\n",
      "2021-03-22    3404.66  3406.1200  3443.6600  3404.2300  3443.4400\n",
      "2021-03-23    3443.44  3445.3400  3445.4200  3390.0500  3411.5100\n",
      "2021-03-24    3411.51  3394.1300  3415.2900  3362.1800  3367.0600\n",
      "2021-03-25    3367.06  3355.0700  3382.2300  3344.9700  3363.5900\n",
      "2021-03-26    3363.59  3373.3200  3423.2200  3373.3200  3418.3300\n",
      "2021-03-29    3418.33  3429.6300  3449.8300  3409.8900  3435.3000\n",
      "2021-03-30     3435.3  3432.5300  3457.6300  3423.3200  3456.6800\n",
      "2021-03-31    3456.68  3452.2100  3452.2100  3420.8300  3441.9100\n",
      "2021-04-01    3441.91  3444.8100  3470.0300  3438.8300  3466.3300\n",
      "2021-04-02    3466.33  3472.6300  3487.5900  3462.8300  3484.3900\n",
      "2021-04-06    3484.39  3491.6300  3493.2800  3471.7600  3482.9700\n",
      "2021-04-07    3482.97  3483.4200  3483.4200  3453.1900  3479.6300\n",
      "2021-04-08    3479.63  3467.4900  3495.9100  3459.3200  3482.5500\n",
      "2021-04-09    3482.55  3475.4400  3475.4500  3442.1400  3450.6800\n",
      "2021-04-12    3450.68  3445.9700  3456.1600  3403.9000  3412.9500\n",
      "2021-04-13    3412.95  3411.2900  3425.3900  3387.9000  3396.4700\n",
      "2021-04-14    3396.47  3397.0200  3420.0300  3392.9800  3416.7200\n",
      "2021-04-15    3416.72  3409.6100  3409.6100  3373.0900  3398.9900\n",
      "2021-04-16    3398.99  3407.1900  3432.6300  3394.1300  3426.6200\n",
      "2021-04-19    3426.62  3427.5500  3479.0100  3414.3600  3477.5500\n",
      "2021-04-20    3477.55  3467.1500  3494.3000  3463.4600  3472.9400\n",
      "2021-04-21    3472.94  3456.3000  3481.2500  3450.1100  3472.9300\n",
      "2021-04-22    3472.93  3482.8300  3485.3600  3456.3200  3465.1100\n",
      "2021-04-23    3465.11  3462.0900  3482.3600  3456.3300  3474.1700\n",
      "2021-04-26    3474.17  3484.1100  3497.1200  3438.5700  3441.1700\n",
      "2021-04-27    3441.17  3440.0900  3443.8500  3417.2600  3442.6100\n",
      "2021-04-28    3442.61  3432.1600  3457.0700  3423.3200  3457.0700\n",
      "2021-04-29    3457.07  3458.0800  3478.2300  3447.5900  3474.9000\n",
      "2021-04-30     3474.9  3468.3000  3469.0900  3426.9000  3446.8600\n",
      "2021-05-06    3446.86  3446.0700  3471.2400  3426.8500  3441.2800\n",
      "2021-05-07    3441.28  3446.4100  3457.8900  3416.7800  3418.8700\n",
      "2021-05-10    3418.87  3423.5900  3429.7400  3401.9300  3427.9900\n",
      "2021-05-11    3427.99  3406.6000  3448.1000  3384.7000  3441.8500\n",
      "2021-05-12    3441.85  3429.7500  3466.3700  3428.3900  3462.7500\n",
      "2021-05-13    3462.75  3432.1400  3448.0200  3418.3800  3429.5400\n",
      "2021-05-14    3429.54  3436.0900  3490.6400  3422.5600  3490.3800\n",
      "2021-05-17    3490.38  3490.4100  3530.5100  3490.1400  3517.6200\n",
      "2021-05-18    3517.62  3520.6500  3529.0100  3510.8600  3529.0100\n",
      "2021-05-19    3529.01  3521.1100  3521.1100  3503.8200  3510.9600\n",
      "2021-05-20    3510.96  3500.8800  3517.7400  3486.0700  3506.9400\n",
      "2021-05-21    3506.94  3510.8400  3518.3800  3479.6700  3486.5600\n",
      "2021-05-24    3486.56  3486.2700  3498.3000  3469.8700  3497.2800\n",
      "2021-05-25    3497.28  3502.5400  3584.5800  3502.4400  3581.3400\n",
      "2021-05-26    3581.34  3586.8400  3603.4900  3585.3700  3593.3600\n",
      "2021-05-27    3593.36  3585.7300  3626.3600  3579.2600  3608.8500\n",
      "2021-05-28    3608.85  3610.7700  3622.1800  3582.3600  3600.7800\n",
      "2021-05-31    3600.78  3600.0700  3615.6600  3580.6500  3615.4800\n",
      "2021-06-01    3615.48  3608.6000  3626.0700  3581.9100  3624.7100\n",
      "2021-06-02    3624.71  3626.3300  3629.2900  3584.6000  3597.1400\n",
      "2021-06-03    3597.14  3595.4200  3618.5100  3584.2100  3584.2100\n",
      "2021-06-04    3584.21  3565.4700  3618.8000  3561.8900  3591.8400\n",
      "2021-06-07    3591.84  3597.1400  3600.3800  3581.9000  3599.5400\n",
      "2021-06-08    3599.54  3598.7500  3621.5200  3563.2500  3580.1100\n",
      "2021-06-09    3580.11  3576.8000  3598.7100  3572.6400  3591.4000\n",
      "2021-06-10     3591.4  3587.5300  3624.3400  3584.1300  3610.8600\n",
      "2021-06-11    3610.86  3614.1100  3614.4000  3587.1500  3589.7500\n",
      "2021-06-15    3589.75  3587.4700  3592.9500  3547.1900  3556.5600\n",
      "2021-06-16    3556.56  3556.7100  3561.0900  3513.5600  3518.3300\n",
      "2021-06-17    3518.33  3508.3200  3534.2000  3507.3500  3525.6000\n",
      "2021-06-18     3525.6  3520.5000  3535.6200  3503.1800  3525.1000\n",
      "2021-06-21     3525.1  3515.5000  3540.3000  3504.0100  3529.1800\n",
      "2021-06-22    3529.18  3539.7900  3560.1900  3536.8100  3557.4100\n",
      "2021-06-23    3557.41  3559.4000  3577.4700  3549.8500  3566.2200\n",
      "2021-06-24    3566.22  3568.5800  3570.4900  3548.8200  3566.6500\n",
      "2021-06-25    3566.65  3567.3800  3614.3000  3564.5200  3607.5600\n",
      "2021-06-28    3607.56  3612.2500  3614.3600  3594.2200  3606.3700\n",
      "2021-06-29    3606.37  3601.6800  3601.8300  3570.5300  3573.1800\n",
      "2021-06-30    3573.18  3572.6200  3594.1200  3569.5000  3591.2000\n",
      "2021-07-01     3591.2  3600.5500  3607.7000  3573.9400  3588.7800\n",
      "2021-07-02    3588.78  3569.8900  3569.8900  3514.3400  3518.7600\n",
      "2021-07-05    3518.76  3516.9200  3534.3200  3510.5800  3534.3200\n",
      "2021-07-06    3534.32  3533.1300  3538.3500  3496.9300  3530.2600\n",
      "2021-07-07    3530.26  3508.5900  3557.8800  3504.4700  3553.7200\n",
      "2021-07-08    3553.72  3557.2200  3558.6800  3521.0600  3525.5000\n",
      "2021-07-09     3525.5  3512.2300  3529.3100  3485.0500  3524.0900\n",
      "2021-07-12    3524.09  3545.2000  3565.0300  3527.3900  3547.8400\n",
      "2021-07-13    3547.84  3547.5900  3567.4800  3542.8200  3566.5200\n",
      "2021-07-14    3566.52  3560.8300  3560.8300  3525.4900  3528.5000\n",
      "2021-07-15     3528.5  3519.0600  3565.9300  3514.2600  3564.5900\n",
      "2021-07-16    3564.59  3559.5300  3566.0000  3537.7300  3539.3000\n",
      "2021-07-19     3539.3  3530.4900  3544.8800  3506.3400  3539.1200\n",
      "2021-07-20    3539.12  3515.0700  3538.6400  3509.1900  3536.7900\n",
      "2021-07-21    3536.79  3543.0500  3569.0900  3543.0500  3562.6600\n",
      "2021-07-22    3562.66  3563.6600  3576.4700  3558.2900  3574.7300\n",
      "2021-07-23    3574.73  3571.7200  3571.8500  3541.5100  3550.4000\n",
      "2021-07-26     3550.4  3538.0100  3538.0100  3424.7400  3467.4400\n",
      "2021-07-27    3467.44  3467.4500  3483.8700  3380.2800  3381.1800\n",
      "2021-07-28    3381.18  3355.8200  3385.5400  3312.7200  3361.5900\n",
      "2021-07-29    3361.59  3403.8400  3416.6100  3382.5700  3411.7200\n",
      "2021-07-30    3411.72  3398.2000  3404.8800  3370.4500  3397.3600\n",
      "2021-08-02    3397.36  3385.6900  3464.2900  3367.6400  3464.2900\n",
      "2021-08-03    3464.29  3446.7800  3470.6600  3435.4600  3447.9900\n",
      "2021-08-04    3447.99  3442.9400  3477.6000  3440.7800  3477.2200\n",
      "2021-08-05    3477.22  3461.7200  3486.1600  3449.3900  3466.5500\n",
      "2021-08-06    3466.55  3465.4800  3466.3900  3436.9300  3458.2300\n",
      "2021-08-09    3458.23  3441.7500  3502.8400  3438.7000  3494.6300\n",
      "2021-08-10    3494.63  3488.6600  3529.9300  3477.0600  3529.9300\n",
      "2021-08-11    3529.93  3527.1100  3544.0900  3524.0400  3532.6200\n",
      "2021-08-12    3532.62  3522.7200  3538.4000  3513.4500  3524.7400\n",
      "2021-08-13    3524.74  3514.4700  3540.0800  3500.8000  3516.3000\n",
      "2021-08-16     3516.3  3514.3400  3537.8500  3510.9000  3517.3400\n",
      "2021-08-17    3517.34  3512.1100  3531.7200  3438.1200  3446.9800\n",
      "2021-08-18    3446.98  3442.3500  3487.4400  3437.6900  3485.2900\n",
      "2021-08-19    3485.29  3475.3000  3480.4600  3446.0100  3465.5500\n",
      "2021-08-20    3465.55  3442.5100  3453.1500  3394.9700  3427.3300\n",
      "2021-08-23    3427.33  3436.8000  3481.2500  3436.6700  3477.1300\n",
      "2021-08-24    3477.13  3482.2700  3522.7000  3481.1400  3514.4700\n",
      "2021-08-25    3514.47  3517.9200  3540.3900  3510.0700  3540.3800\n",
      "2021-08-26    3540.38  3537.3100  3537.3200  3499.4500  3501.6600\n",
      "2021-08-27    3501.66  3494.4200  3530.1900  3493.3800  3522.1600\n",
      "2021-08-30    3522.16  3535.0700  3539.4900  3512.9900  3528.1500\n",
      "2021-08-31    3528.15  3519.0200  3543.9400  3496.3900  3543.9400\n",
      "2021-09-01    3543.94  3543.8700  3582.3200  3514.6700  3567.1000\n",
      "2021-09-02     3567.1  3559.9000  3597.3700  3557.6800  3597.0400\n",
      "2021-09-03    3597.04  3602.7400  3613.9500  3569.4000  3581.7300\n",
      "2021-09-06    3581.73  3580.1400  3626.2900  3580.1400  3621.8600\n",
      "2021-09-07    3621.86  3621.7100  3681.9300  3615.1400  3676.5900\n",
      "2021-09-08    3676.59  3673.4000  3695.3200  3661.0000  3675.1900\n",
      "2021-09-09    3675.19  3666.8200  3693.4500  3662.1600  3693.1300\n",
      "2021-09-10    3693.13  3691.1900  3722.8700  3681.6400  3703.1100\n",
      "2021-09-13    3703.11  3699.2500  3716.8300  3692.8200  3715.3700\n",
      "2021-09-14    3715.37  3709.6300  3723.8500  3655.6300  3662.6000\n",
      "2021-09-15     3662.6  3651.1600  3677.5300  3638.3200  3656.2200\n",
      "2021-09-16    3656.22  3664.8400  3677.9200  3606.7300  3607.0900\n",
      "2021-09-17    3607.09  3595.2700  3620.9600  3569.2700  3613.9700\n",
      "2021-09-22    3613.97  3563.2100  3629.4500  3560.5000  3628.4900\n",
      "2021-09-23    3628.49  3651.2700  3670.9500  3632.2800  3642.2200\n",
      "2021-09-24    3642.22  3637.8700  3651.4300  3607.7900  3613.0700\n",
      "2021-09-27    3613.07  3625.9600  3640.8100  3559.9200  3582.8300\n",
      "2021-09-28    3582.83  3577.8900  3610.9200  3568.8200  3602.2200\n",
      "2021-09-29    3602.22  3573.5200  3573.5200  3518.0500  3536.2900\n",
      "2021-09-30    3536.29  3541.9300  3572.4300  3541.9300  3568.1700\n",
      "2021-10-08    3568.17  3609.0900  3612.5500  3571.7300  3592.1700\n",
      "2021-10-11    3592.17  3600.3600  3614.7000  3586.7500  3591.7100\n",
      "2021-10-12    3591.71  3581.3000  3583.6400  3515.1400  3546.9400\n",
      "2021-10-13    3546.94  3543.4900  3569.1300  3515.6500  3561.7600\n",
      "2021-10-14    3561.76  3555.1100  3569.6900  3547.1800  3558.2800\n",
      "2021-10-15    3558.28  3551.9900  3578.7700  3542.6900  3572.3700\n",
      "2021-10-18    3572.37  3571.0500  3571.0500  3539.4800  3568.1400\n",
      "2021-10-19    3568.14  3562.3000  3596.7900  3560.6200  3593.1500\n",
      "2021-10-20    3593.15  3583.2400  3596.0500  3574.3000  3587.0000\n",
      "2021-10-21       3587  3590.0500  3610.9600  3576.3500  3594.7800\n",
      "2021-10-22    3594.78  3594.7500  3607.5800  3578.7600  3582.6000\n",
      "2021-10-25     3582.6  3574.2600  3611.0900  3564.2100  3609.8600\n",
      "2021-10-26    3609.86  3612.8300  3625.0200  3589.7100  3597.6400\n",
      "2021-10-27    3597.64  3589.8600  3589.8600  3553.1300  3562.3100\n",
      "2021-10-28    3562.31  3548.7000  3552.0400  3509.4900  3518.4200\n",
      "2021-10-29    3518.42  3519.3300  3547.3400  3502.8000  3547.3400\n",
      "2021-11-01    3547.34  3530.4000  3556.5900  3519.2900  3544.4800\n",
      "2021-11-02    3544.48  3543.3800  3559.0500  3477.6600  3505.6300\n",
      "2021-11-03    3505.63  3501.1100  3512.6100  3480.4900  3498.5400\n",
      "2021-11-04    3498.54  3505.8900  3527.9500  3503.0100  3526.8700\n",
      "2021-11-05    3526.87  3520.2100  3525.8700  3491.4600  3491.5700\n",
      "2021-11-08    3491.57  3491.9700  3507.2700  3484.2400  3498.6300\n",
      "2021-11-09    3498.63  3507.1100  3514.9500  3489.0400  3507.0000\n",
      "2021-11-10       3507  3498.9400  3498.9400  3448.4400  3492.4600\n",
      "2021-11-11    3492.46  3486.4500  3534.2000  3482.8300  3532.7900\n",
      "2021-11-12    3532.79  3534.1500  3543.6500  3527.3900  3539.1000\n",
      "2021-11-15     3539.1  3542.9000  3550.4400  3521.2900  3533.3000\n",
      "2021-11-16     3533.3  3530.4600  3549.7700  3517.8100  3521.7900\n",
      "2021-11-17    3521.79  3518.5600  3537.5100  3513.5200  3537.3700\n",
      "2021-11-18    3537.37  3531.4900  3537.9800  3513.1100  3520.7100\n",
      "2021-11-19    3520.71  3519.2800  3561.9100  3517.6500  3560.3700\n",
      "2021-11-22    3560.37  3562.7600  3585.1900  3562.7500  3582.0800\n",
      "2021-11-23    3582.08  3580.5100  3598.3700  3577.3600  3589.0900\n",
      "2021-11-24    3589.09  3590.0200  3602.7400  3575.2900  3592.7000\n",
      "2021-11-25     3592.7  3593.3900  3597.1500  3579.5300  3584.1800\n",
      "2021-11-26    3584.18  3576.1100  3576.1100  3554.8800  3564.0900\n",
      "2021-11-29    3564.09  3528.6700  3563.6800  3526.3600  3562.7000\n",
      "2021-11-30     3562.7  3570.7500  3582.1100  3546.3600  3563.8900\n",
      "2021-12-01    3563.89  3561.8900  3576.8900  3558.6900  3576.8900\n",
      "2021-12-02    3576.89  3573.2500  3586.8700  3567.1400  3573.8400\n",
      "2021-12-03    3573.84  3576.4500  3608.4700  3573.2100  3607.4300\n",
      "2021-12-06    3607.43  3615.2400  3626.1300  3586.8100  3589.3100\n",
      "2021-12-07    3589.31  3611.2200  3614.2200  3572.5700  3595.0900\n",
      "2021-12-08    3595.09  3602.8200  3637.7200  3591.9900  3637.5700\n",
      "2021-12-09    3637.57  3641.1600  3688.4000  3638.7000  3673.0400\n",
      "2021-12-10    3673.04  3654.3700  3667.8500  3651.3500  3666.3500\n",
      "2021-12-13    3666.35  3686.9400  3708.9400  3678.0600  3681.0800\n",
      "2021-12-14    3681.08  3669.8100  3671.6800  3654.6600  3661.5300\n",
      "2021-12-15    3661.53  3655.0500  3668.4000  3645.2400  3647.6300\n",
      "2021-12-16    3647.63  3648.9300  3675.0200  3644.6600  3675.0200\n",
      "2021-12-17    3675.02  3670.2600  3673.6500  3631.6600  3632.3600\n",
      "2021-12-20    3632.36  3620.0400  3643.9500  3589.3600  3593.6000\n",
      "2021-12-21     3593.6  3591.4500  3627.0900  3591.4500  3625.1300\n",
      "2021-12-22    3625.13  3632.6800  3635.9000  3616.5500  3622.6200\n",
      "2021-12-23    3622.62  3625.4700  3643.5500  3618.0500  3643.3400\n",
      "2021-12-24    3643.34  3645.3900  3648.9600  3612.0700  3618.0500\n",
      "2021-12-27    3618.05  3613.0500  3632.1900  3601.9400  3615.9700\n",
      "2021-12-28    3615.97  3619.6400  3631.0800  3607.3600  3630.1100\n",
      "2021-12-29    3630.11  3630.9200  3630.9200  3596.3200  3597.0000\n",
      "2021-12-30       3597  3596.4900  3628.9200  3595.5000  3619.1900\n",
      "2021-12-31    3619.19  3626.2400  3642.8400  3624.9400  3639.7800\n",
      "2022-01-04    3639.78  3649.1500  3651.8900  3610.0900  3632.3300\n",
      "2022-01-05    3632.33  3628.2600  3628.2600  3583.4700  3595.1800\n",
      "2022-01-06    3595.18  3581.2200  3594.4900  3559.8800  3586.0800\n",
      "2022-01-07    3586.08  3588.9900  3607.2300  3577.1000  3579.5400\n",
      "2022-01-10    3579.54  3572.7400  3593.5200  3555.1300  3593.5200\n",
      "2022-01-11    3593.52  3589.9000  3602.1500  3562.7500  3567.4400\n",
      "2022-01-12    3567.44  3578.1600  3599.5000  3572.1000  3597.4300\n",
      "2022-01-13    3597.43  3601.0300  3601.0700  3555.1600  3555.2600\n",
      "2022-01-14    3555.26  3544.0700  3548.4200  3519.3200  3521.2600\n",
      "2022-01-17    3521.26  3522.0900  3546.0900  3519.4300  3541.6700\n",
      "2022-01-18    3541.67  3541.8900  3579.3100  3531.3300  3569.9100\n",
      "2022-01-19    3569.91  3567.6300  3578.7300  3541.6600  3558.1800\n",
      "2022-01-20    3558.18  3556.2300  3576.2600  3540.5500  3555.0600\n",
      "2022-01-21    3555.06  3546.7500  3547.0000  3514.8900  3522.5700\n",
      "2022-01-24    3522.57  3508.2400  3531.6100  3500.1400  3524.1100\n",
      "2022-01-25    3524.11  3509.2800  3519.8300  3433.0600  3433.0600\n",
      "2022-01-26    3433.06  3442.6900  3462.1200  3417.7600  3455.6700\n",
      "2022-01-27    3455.67  3456.1000  3456.3600  3392.0200  3394.2500\n",
      "2022-01-28    3394.25  3407.5900  3417.0500  3356.5600  3361.4400\n",
      "2022-02-07    3361.44  3407.7600  3434.0300  3407.7600  3429.5800\n",
      "2022-02-08    3429.58  3428.5400  3453.1900  3390.4600  3452.6300\n",
      "2022-02-09    3452.63  3450.8200  3484.7400  3444.0800  3479.9500\n",
      "2022-02-10    3479.95  3481.9100  3488.8600  3464.2200  3485.9100\n",
      "2022-02-11    3485.91  3472.2800  3500.1500  3459.3300  3462.9500\n",
      "2022-02-14    3462.95  3451.8500  3457.2600  3415.4500  3428.8800\n",
      "2022-02-15    3428.88  3428.0400  3447.4900  3421.6400  3446.0900\n",
      "2022-02-16    3446.09  3457.0700  3475.0600  3453.8000  3465.8300\n",
      "2022-02-17    3465.83  3464.2100  3480.9700  3454.2800  3468.0400\n",
      "2022-02-18    3468.04  3451.6300  3490.7600  3447.0300  3490.7600\n",
      "2022-02-21    3490.76  3488.4100  3492.2000  3471.6900  3490.6100\n",
      "2022-02-22    3490.61  3473.2900  3473.3900  3437.6700  3457.1500\n",
      "2022-02-23    3457.15  3458.5100  3490.7600  3458.1800  3489.1500\n",
      "2022-02-24    3489.15  3474.3700  3486.9800  3400.2100  3429.9600\n",
      "2022-02-25    3429.96  3445.3400  3480.1800  3440.9300  3451.4100\n",
      "2022-02-28    3451.41  3450.3200  3462.3100  3425.5200  3462.3100\n",
      "2022-03-01    3462.31  3471.3600  3491.1300  3465.7200  3488.8300\n",
      "2022-03-02    3488.83  3478.2900  3486.6200  3467.0000  3484.1900\n",
      "2022-03-03    3484.19  3495.9300  3500.2900  3473.3400  3481.1100\n",
      "2022-03-04    3481.11  3459.9800  3474.8800  3437.7000  3447.6500\n",
      "2022-03-07    3447.65  3438.5600  3438.5600  3360.7400  3372.8600\n",
      "2022-03-08    3372.86  3372.5500  3383.6300  3287.3400  3293.5300\n",
      "2022-03-09    3293.53  3303.7100  3321.4800  3147.6800  3256.3900\n",
      "2022-03-10    3256.39  3312.1800  3326.5800  3291.2400  3296.0900\n",
      "2022-03-11    3296.09  3259.3200  3315.6600  3217.4200  3309.7500\n",
      "2022-03-14    3309.75  3271.8900  3297.8000  3223.5300  3223.5300\n",
      "2022-03-15    3223.53  3192.3600  3196.9200  3063.9700  3063.9700\n",
      "2022-03-16    3063.97  3107.6700  3177.7900  3023.3000  3170.7100\n",
      "2022-03-17    3170.71  3215.0100  3260.1700  3202.9300  3215.0400\n",
      "2022-03-18    3215.04  3207.1500  3260.7800  3197.3600  3251.0700\n",
      "2022-03-21    3251.07  3255.6200  3267.5000  3223.3900  3253.6900\n",
      "2022-03-22    3253.69  3249.5400  3279.1100  3239.5300  3259.8600\n",
      "2022-03-23    3259.86  3264.7900  3279.8900  3251.9800  3271.0300\n",
      "2022-03-24    3271.03  3256.0600  3266.8900  3236.6600  3250.2600\n",
      "2022-03-25    3250.26  3247.1600  3257.1100  3211.6400  3212.2400\n",
      "2022-03-28    3212.24  3185.1700  3230.2200  3159.8300  3214.5000\n",
      "2022-03-29     3214.5  3216.0100  3229.1800  3196.4600  3203.9400\n",
      "2022-03-30    3203.94  3217.5900  3266.6000  3216.3000  3266.6000\n",
      "2022-03-31     3266.6  3256.1400  3272.0400  3246.0600  3252.2000\n",
      "2022-04-01     3252.2  3234.6700  3287.2300  3226.3000  3282.7200\n",
      "2022-04-06    3282.72  3269.4300  3288.1100  3255.6900  3283.4300\n",
      "2022-04-07    3283.43  3267.8100  3290.2600  3236.4800  3236.7000\n",
      "2022-04-08     3236.7  3239.8800  3257.0900  3208.3500  3251.8500\n",
      "2022-04-11    3251.85  3239.8600  3239.8600  3156.5100  3167.1300\n",
      "2022-04-12    3167.13  3165.1200  3214.5400  3140.9000  3213.3300\n",
      "2022-04-13    3213.33  3199.8000  3225.4700  3183.5300  3186.8200\n",
      "2022-04-14    3186.82  3203.6300  3240.0000  3200.2300  3225.6400\n",
      "2022-04-15    3225.64  3210.7000  3229.8700  3200.1300  3211.2400\n",
      "2022-04-18    3211.24  3185.9400  3204.0300  3166.9800  3195.5200\n",
      "2022-04-19    3195.52  3192.0900  3207.8300  3174.7100  3194.0300\n",
      "2022-04-20    3194.03  3189.8900  3191.8300  3142.0500  3151.0500\n",
      "2022-04-21    3151.05  3138.4300  3160.9000  3069.6800  3079.8100\n",
      "2022-04-22    3079.81  3058.4000  3105.6600  3049.3600  3086.9200\n",
      "2022-04-25    3086.92  3034.2700  3043.8200  2928.5100  2928.5100\n",
      "2022-04-26    2928.51  2930.4500  2957.6800  2878.2600  2886.4300\n",
      "2022-04-27    2886.43  2866.8200  2959.1800  2863.6500  2958.2800\n",
      "2022-04-28    2958.28  2945.8100  2991.5100  2936.7900  2975.4800\n",
      "2022-04-29    2975.48  2986.0600  3048.4900  2968.3300  3047.0600\n",
      "2022-05-05    3047.06  3044.8500  3082.2300  3042.1200  3067.7600\n",
      "2022-05-06    3067.76  3011.3200  3030.6900  2992.7200  3001.5600\n",
      "2022-05-09    3001.56  2990.2000  3015.9400  2983.6100  3004.1400\n",
      "2022-05-10    3004.14  2965.7800  3043.7800  2957.4000  3035.8400\n",
      "2022-05-11    3035.84  3035.3900  3100.9000  3034.6700  3058.7000\n",
      "2022-05-12     3058.7  3044.8000  3072.1600  3032.9500  3054.9900\n",
      "2022-05-13    3054.99  3068.0300  3086.1000  3059.2500  3084.2800\n",
      "2022-05-16    3084.28  3100.5500  3102.5800  3063.4000  3073.7500\n",
      "2022-05-17    3073.75  3076.5000  3093.7000  3057.6400  3093.7000\n",
      "2022-05-18     3093.7  3095.8900  3105.8400  3071.3000  3085.9800\n",
      "2022-05-19    3085.98  3046.7100  3096.9600  3042.6700  3096.9600\n",
      "2022-05-20    3096.96  3107.0900  3146.5700  3107.0900  3146.5700\n",
      "2022-05-23    3146.57  3150.4900  3150.5100  3127.9000  3146.8600\n",
      "2022-05-24    3146.86  3149.0600  3153.1300  3070.9300  3070.9300\n",
      "2022-05-25    3070.93  3070.1700  3107.6300  3069.9500  3107.4600\n",
      "2022-05-26    3107.46  3111.4800  3133.2800  3079.4800  3123.1100\n",
      "2022-05-27    3123.11  3135.0300  3151.0500  3112.5400  3130.2400\n",
      "2022-05-30    3130.24  3141.9600  3150.8900  3123.1500  3149.0600\n",
      "2022-05-31    3149.06  3149.9400  3188.6000  3142.0000  3186.4300\n",
      "2022-06-01    3186.43  3179.6900  3190.6100  3160.0400  3182.1600\n",
      "2022-06-02    3182.16  3170.3100  3197.2800  3163.7600  3195.4600\n",
      "2022-06-06    3195.46  3196.9600  3237.0700  3181.6500  3236.3700\n",
      "2022-06-07    3236.37  3235.4200  3253.0900  3222.6400  3241.7600\n",
      "2022-06-08    3241.76  3245.0200  3266.6300  3216.0100  3263.7900\n",
      "2022-06-09    3263.79  3259.4900  3270.5600  3223.4800  3238.9500\n",
      "2022-06-10    3238.95  3214.1800  3286.6200  3210.8100  3284.8300\n",
      "2022-06-13    3284.83  3256.2800  3272.9900  3229.3100  3255.5500\n",
      "2022-06-14    3255.55  3224.2100  3289.1300  3195.8200  3288.9100\n",
      "2022-06-15    3288.91  3289.1000  3358.5500  3288.8500  3305.4100\n",
      "2022-06-16    3305.41  3306.8400  3319.6900  3277.5300  3285.3800\n",
      "2022-06-17    3285.38  3265.5100  3323.2800  3262.8900  3316.7900\n",
      "2022-06-20    3316.79  3315.7800  3333.9000  3292.9300  3315.4300\n",
      "2022-06-21    3315.43  3313.7900  3329.3900  3279.8300  3306.7200\n",
      "2022-06-22    3306.72  3309.1200  3311.0200  3266.5400  3267.2000\n",
      "2022-06-23     3267.2  3269.0500  3320.1500  3262.2900  3320.1500\n",
      "2022-06-24    3320.15  3324.7400  3356.7100  3322.9500  3349.7500\n",
      "2022-06-27    3349.75  3364.0000  3393.3100  3364.0000  3379.1900\n",
      "2022-06-28    3379.19  3377.6800  3412.1000  3358.8700  3409.2100\n",
      "2022-06-29    3409.21  3399.6800  3414.6500  3358.4700  3361.5200\n",
      "2022-06-30    3361.52  3358.9300  3417.0100  3358.9300  3398.6200\n",
      "2022-07-01    3398.62  3400.2600  3404.0500  3378.3600  3387.6400\n",
      "2022-07-04    3387.64  3381.8200  3405.6200  3364.0900  3405.4300\n",
      "2022-07-05    3405.43  3411.1300  3424.8400  3372.0600  3404.0300\n",
      "2022-07-06    3404.03  3391.0300  3391.0300  3333.1000  3355.3500\n",
      "2022-07-07    3355.35  3353.1300  3375.8600  3332.3100  3364.4000\n",
      "2022-07-08     3364.4  3380.3700  3386.3100  3354.1200  3356.0800\n",
      "2022-07-11    3356.08  3341.1000  3341.1000  3297.0100  3313.5800\n",
      "2022-07-12    3313.58  3307.2200  3319.2500  3277.0800  3281.4700\n",
      "2022-07-13    3281.47  3279.6000  3297.0200  3266.4800  3284.2900\n",
      "2022-07-14    3284.29  3277.4500  3299.2500  3261.4900  3281.7400\n",
      "2022-07-15    3281.74  3261.3800  3288.9200  3228.0600  3228.0600\n",
      "2022-07-18    3228.06  3235.0900  3278.4700  3226.2300  3278.1000\n",
      "2022-07-19     3278.1  3278.7200  3283.9300  3256.0200  3279.4300\n",
      "2022-07-20    3279.43  3291.5500  3308.3500  3287.7400  3304.7200\n",
      "2022-07-21    3304.72  3297.6600  3300.5300  3272.0000  3272.0000\n",
      "2022-07-22       3272  3276.2000  3293.6400  3246.7300  3269.9700\n",
      "2022-07-25    3269.97  3269.7100  3273.1800  3243.0300  3250.3900\n",
      "2022-07-26    3250.39  3254.1900  3282.4100  3246.0400  3277.4400\n",
      "2022-07-27    3277.44  3271.7800  3282.5700  3265.7300  3275.7600\n",
      "2022-07-28    3275.76  3287.5000  3305.7100  3277.1100  3282.5800\n",
      "2022-07-29  3282.5758  3282.8114  3294.8045  3246.3677  3253.2382\n",
      "2022-08-01  3253.2382  3246.6161  3264.3041  3225.5533  3259.9585\n",
      "2022-08-02  3259.9585  3231.2621  3231.2621  3155.1866  3186.2664\n",
      "2022-08-03  3186.2664  3188.8906  3217.5496  3159.4570  3163.6741\n",
      "2022-08-04  3163.6741  3179.4278  3190.9992  3155.7039  3189.0391\n",
      "2022-08-05  3189.0391  3195.2274  3228.8863  3184.4549  3227.0267\n",
      "2022-08-08  3227.0267  3218.8511  3237.9693  3214.0826  3236.9337\n",
      "2022-08-09  3236.9337  3235.7351  3248.7718  3227.5394  3247.4318\n",
      "2022-08-10  3247.4318  3242.3622  3253.1662  3217.8065  3230.0200\n",
      "2022-08-11    3230.02  3243.4716  3281.6654  3237.9041  3281.6654\n",
      "2022-08-12  3281.6654  3275.7700  3288.2233  3272.8406  3276.8877\n",
      "2022-08-15  3276.8877  3268.3653  3286.8910  3261.8151  3276.0870\n",
      "2022-08-16   3276.087  3278.6756  3295.0226  3271.5703  3277.8847\n",
      "2022-08-17  3277.8847  3282.1008  3295.9976  3263.3483  3292.5260\n",
      "2022-08-18   3292.526  3286.3669  3289.1415  3270.5584  3277.5438\n",
      "2022-08-19  3277.5438  3275.6229  3286.4911  3258.0637  3258.0784\n",
      "2022-08-22  3258.0784  3249.7046  3278.1655  3247.1870  3277.7943\n",
      "2022-08-23  3277.7943  3274.4270  3284.5963  3262.6331  3276.2234\n",
      "2022-08-24  3276.2234  3279.1716  3281.8752  3212.3860  3215.2033\n",
      "2022-08-25  3215.2033  3223.4645  3248.3505  3199.1242  3246.2481\n",
      "2022-08-26  3246.2481  3250.6276  3266.2737  3232.2766  3236.2226\n",
      "2022-08-29  3236.2226  3203.1022  3240.7275  3198.9960  3240.7275\n",
      "2022-08-30  3240.7275  3240.1835  3243.7460  3212.6346  3227.2203\n",
      "2022-08-31  3227.2203  3216.5257  3232.0158  3184.3936  3202.1378\n",
      "2022-09-01  3202.1378  3196.5367  3214.5583  3181.6256  3184.9797\n",
      "2022-09-02  3184.9797  3189.6439  3198.2812  3173.7929  3186.4781\n",
      "2022-09-05  3186.4781  3183.9460  3199.9118  3172.0394  3199.9118\n",
      "2022-09-06  3199.9118  3207.9330  3244.6353  3203.8161  3243.4466\n",
      "2022-09-07  3243.4466  3232.1368  3253.7671  3227.8225  3246.2943\n",
      "2022-09-08  3246.2943  3245.5570  3253.7005  3233.8007  3235.5862\n",
      "2022-09-09  3235.5862  3241.1809  3266.1974  3236.5078  3262.0542\n",
      "2022-09-13  3262.0542  3272.0492  3278.1659  3259.6644  3263.7972\n",
      "2022-09-14  3263.7972  3224.6783  3250.8024  3221.9609  3237.5419\n",
      "2022-09-15  3237.5419  3248.9721  3254.1789  3174.3899  3199.9187\n",
      "2022-09-16  3199.9187  3189.8265  3191.8265  3126.3972  3126.3977\n",
      "2022-09-19  3126.3977  3122.7549  3135.5565  3101.2207  3115.6019\n",
      "2022-09-20  3115.6019  3127.8356  3140.0252  3114.0368  3122.4058\n",
      "2022-09-21  3122.4058  3116.0065  3129.8245  3091.2966  3117.1774\n",
      "2022-09-22  3117.1774  3098.7682  3125.6797  3092.8189  3108.9096\n",
      "2022-09-23  3108.9096  3106.8055  3124.6583  3072.2409  3088.3695\n",
      "2022-09-26  3088.3695  3067.5689  3102.6544  3048.5143  3051.2260\n",
      "2022-09-27   3051.226  3056.3917  3094.0389  3048.3650  3093.8618\n",
      "2022-09-28  3093.8618  3089.0975  3089.0975  3044.8640  3045.0668\n",
      "2022-09-29  3045.0668  3067.4727  3076.7615  3026.0792  3041.2046\n",
      "2022-09-30  3041.2046  3042.1664  3054.6129  3021.9309  3024.3905\n",
      "2022-10-10  3024.3905  3026.9354  3029.4478  2968.2810  2974.1454\n",
      "2022-10-11  2974.1454  2978.0617  2986.9116  2953.4953  2979.7926\n",
      "2022-10-12  2979.7926  2976.7168  3025.5055  2934.0922  3025.5055\n",
      "2022-10-13  3025.5055  3008.3016  3036.2485  3004.4963  3016.3561\n",
      "2022-10-14  3016.3561  3035.0341  3084.2724  3035.0341  3071.9868\n",
      "2022-10-17  3071.9868  3060.5176  3087.1944  3052.7149  3084.9423\n",
      "2022-10-18  3084.9423  3094.9272  3099.9182  3074.2162  3080.9574\n",
      "2022-10-19  3080.9574  3073.2616  3081.3903  3044.3777  3044.3777\n",
      "2022-10-20  3044.3777  3029.3028  3070.2648  3013.6929  3035.0504\n",
      "2022-10-21  3035.0504  3038.0358  3055.4157  3026.9603  3038.9291\n",
      "2022-10-24  3038.9291  3034.7458  3064.4211  2965.1675  2977.5554\n",
      "2022-10-25  2977.5554  2969.1560  3001.7150  2944.2607  2976.2830\n",
      "2022-10-26   2976.283  2977.5643  3028.3478  2977.5643  2999.5036\n",
      "2022-10-27  2999.5036  3005.0373  3017.2629  2981.6889  2982.9029\n",
      "2022-10-28  2982.9029  2967.0221  2974.2360  2908.9831  2915.9257\n",
      "2022-10-31  2915.9257  2893.1962  2926.0150  2885.0894  2893.4829\n",
      "2022-11-01  2893.4829  2899.4985  2969.1995  2896.7572  2969.1995\n",
      "2022-11-02  2969.1995  2960.6465  3019.0486  2954.9478  3003.3699\n",
      "2022-11-03  3003.3699  2981.2038  3003.7207  2977.7162  2997.8057\n",
      "2022-11-04  2997.8057  2996.9971  3081.5903  2996.9971  3070.7964\n",
      "2022-11-07  3070.7964  3062.8590  3088.1927  3054.4571  3077.8170\n",
      "2022-11-08   3077.817  3077.3056  3078.2760  3047.4624  3064.4928\n",
      "2022-11-09  3064.4928  3064.4633  3073.9183  3046.1881  3048.1676\n",
      "2022-11-10  3048.1676  3031.6915  3047.9803  3022.8506  3036.1318\n",
      "2022-11-11  3036.1318  3099.6500  3117.7419  3070.3007  3087.2926\n",
      "2022-11-14  3087.2926  3100.8669  3121.4056  3075.2152  3083.4013\n",
      "2022-11-15  3083.4013  3081.1349  3135.5903  3074.4982  3134.0778\n",
      "2022-11-16  3134.0778  3133.6504  3145.7526  3115.3453  3119.9804\n",
      "2022-11-17  3119.9804  3110.9649  3115.4351  3087.1737  3115.4347\n",
      "2022-11-18  3115.4347  3116.7291  3126.7107  3096.8858  3097.2432\n",
      "2022-11-21  3097.2432  3078.0569  3085.2426  3056.1703  3085.0444\n",
      "2022-11-22  3085.0444  3084.2328  3118.1197  3076.3214  3088.9426\n",
      "2022-11-23  3088.9426  3084.7403  3108.2438  3075.3241  3096.9073\n",
      "2022-11-24  3096.9073  3104.0955  3113.2392  3084.8554  3089.3096\n",
      "2022-11-25  3089.3096  3085.4611  3111.4214  3077.9671  3101.6932\n",
      "2022-11-28  3101.6932  3055.2899  3080.1843  3034.7045  3078.5485\n",
      "2022-11-29  3078.5485  3096.1126  3152.0027  3096.1126  3149.7478\n",
      "2022-11-30  3149.7478  3141.3992  3158.5732  3137.3687  3151.3353\n",
      "2022-12-01  3151.3353  3187.9899  3198.4088  3164.5348  3165.4711\n",
      "2022-12-02  3165.4711  3160.5789  3170.8980  3149.8406  3156.1442\n",
      "2022-12-05  3156.1442  3181.9155  3213.4395  3177.0642  3211.8144\n",
      "2022-12-06  3211.8144  3200.2750  3224.8220  3195.0788  3212.5334\n",
      "2022-12-07  3212.5334  3204.9352  3226.0817  3188.6705  3199.6194\n",
      "2022-12-08  3199.6194  3196.0156  3206.7151  3187.2566  3197.3499\n",
      "2022-12-09  3197.3499  3197.1183  3212.1059  3182.9068  3206.9502\n",
      "2022-12-12  3206.9502  3195.8680  3196.7247  3176.5752  3179.0417\n",
      "2022-12-13  3179.0417  3179.4354  3187.2035  3171.4827  3176.3255\n",
      "2022-12-14  3176.3255  3178.5542  3189.8350  3168.5925  3176.5253\n",
      "2022-12-15  3176.5253  3177.1995  3179.1000  3158.4515  3168.6478\n",
      "2022-12-16  3168.6478  3156.1349  3175.3526  3151.6089  3167.8576\n",
      "2022-12-19  3167.8576  3165.3092  3170.2552  3096.0981  3107.1150\n",
      "2022-12-20   3107.115  3098.9532  3100.7477  3061.5098  3073.7659\n",
      "2022-12-21  3073.7659  3078.3312  3085.7951  3060.5542  3068.4105\n",
      "2022-12-22  3068.4105  3085.8004  3096.2449  3044.5991  3054.4313\n",
      "2022-12-23  3054.4313  3038.8416  3061.8670  3031.5358  3045.8664\n",
      "2022-12-26  3045.8664  3048.1963  3071.8363  3047.3491  3065.5626\n",
      "2022-12-27  3065.5626  3077.7469  3098.0783  3074.3133  3095.5678\n",
      "2022-12-28  3095.5678  3088.6174  3098.6496  3079.4338  3087.3997\n",
      "2022-12-29  3087.3997  3076.7264  3086.0048  3064.4594  3073.7016\n",
      "2022-12-30  3073.7016  3084.5226  3096.3135  3082.1964  3089.2579\n",
      "2023-01-03  3089.2579  3087.5130  3119.8556  3073.0540  3116.5119\n",
      "2023-01-04  3116.5119  3117.5711  3129.0937  3109.4512  3123.5164\n",
      "2023-01-05  3123.5164  3132.7614  3159.4270  3130.2300  3155.2162\n",
      "2023-01-06  3155.2162  3155.0747  3170.7418  3151.8407  3157.6365\n",
      "2023-01-09  3157.6365  3169.3737  3183.5830  3165.4282  3176.0845\n",
      "2023-01-10  3176.0845  3178.0220  3178.1569  3165.1446  3169.5072\n",
      "2023-01-11  3169.5072  3172.3759  3184.7570  3160.8896  3161.8376\n",
      "2023-01-12  3161.8376  3167.2730  3171.5905  3153.4038  3163.4509\n",
      "2023-01-13  3163.4509  3170.3548  3195.3067  3167.5098  3195.3059\n",
      "2023-01-16  3195.3059  3198.5189  3251.3739  3197.3186  3227.5916\n",
      "2023-01-17  3227.5916  3229.4354  3231.2645  3211.7573  3224.2448\n",
      "2023-01-18  3224.2448  3227.5947  3234.8169  3220.3703  3224.4060\n",
      "2023-01-19   3224.406  3221.5179  3240.2794  3210.3825  3240.2794\n",
      "2023-01-20  3240.2794  3247.2031  3267.0579  3247.2031  3264.8138\n",
      "2023-01-30  3264.8138  3308.8694  3310.4903  3266.7580  3269.3180\n",
      "2023-01-31   3269.318  3266.1442  3277.2524  3252.0145  3255.6692\n",
      "2023-02-01  3255.6692  3262.1961  3284.9224  3245.4113  3284.9213\n",
      "2023-02-02  3284.9213  3291.7828  3295.7636  3272.4140  3285.6705\n",
      "2023-02-03  3285.6705  3275.6578  3275.6578  3235.3533  3263.4059\n",
      "2023-02-06  3263.4059  3244.7007  3250.3514  3226.2112  3238.6978\n",
      "2023-02-07  3238.6978  3245.2297  3250.0330  3233.8334  3248.0940\n",
      "2023-02-08   3248.094  3251.5006  3257.1140  3230.4393  3232.1063\n",
      "2023-02-09  3232.1063  3227.7278  3270.3826  3225.7724  3270.3826\n",
      "2023-02-10  3270.3826  3266.4367  3269.9944  3247.2296  3260.6734\n",
      "2023-02-13  3260.6734  3256.9881  3285.0913  3252.6327  3284.1599\n",
      "2023-02-14  3284.1599  3288.9742  3293.7338  3279.1894  3293.2825\n",
      "2023-02-15  3293.2825  3294.0150  3296.1995  3274.5505  3280.4919\n",
      "2023-02-16  3280.4919  3281.7352  3308.8279  3231.3421  3249.0295\n",
      "2023-02-17  3249.0295  3244.7325  3262.4729  3223.2581  3224.0243\n",
      "2023-02-20  3224.0243  3230.4728  3291.0388  3225.8427  3290.3383\n",
      "2023-02-21  3290.3383  3291.6312  3308.7908  3282.4360  3306.5236\n",
      "2023-02-22  3306.5236  3292.0489  3307.0343  3286.7207  3291.1477\n",
      "2023-02-23  3291.1477  3293.5219  3307.4385  3275.3621  3287.4770\n",
      "2023-02-24   3287.477  3287.2553  3288.3922  3253.9748  3267.1597\n",
      "2023-02-27  3267.1597  3256.9998  3276.5791  3251.7213  3258.0344\n",
      "2023-02-28  3258.0344  3265.7420  3280.4154  3246.1446  3279.6053\n",
      "2023-03-01  3279.6053  3279.1364  3315.1604  3272.0351  3312.3478\n",
      "2023-03-02  3312.3478  3308.0113  3320.7441  3306.4554  3310.6536\n",
      "2023-03-03  3310.6536  3314.7727  3330.6046  3302.6231  3328.3927\n",
      "2023-03-06  3328.3927  3332.0235  3333.0619  3308.7255  3322.0259\n",
      "2023-03-07  3322.0259  3320.2110  3342.8585  3284.4099  3285.0988\n",
      "2023-03-08  3285.0988  3271.8798  3283.2479  3263.6927  3283.2479\n",
      "2023-03-09  3283.2479  3285.9427  3289.0600  3259.9999  3276.0937\n",
      "2023-03-10  3276.0937  3255.5121  3262.1470  3229.4959  3230.0766\n",
      "2023-03-13  3230.0766  3228.1239  3268.6955  3228.1239  3268.6955\n",
      "2023-03-14  3268.6955  3261.9219  3262.0025  3216.9927  3245.3123\n",
      "2023-03-15  3245.3123  3261.0284  3273.1232  3256.8566  3263.3148\n",
      "2023-03-16  3263.3148  3244.4699  3257.4330  3224.7223  3226.8912\n",
      "2023-03-17  3226.8912  3245.2604  3279.9228  3240.1570  3250.5460\n",
      "2023-03-20   3250.546  3253.9302  3267.9931  3231.6459  3234.9103\n",
      "2023-03-21  3234.9103  3240.8388  3255.9997  3237.8934  3255.6505\n",
      "2023-03-22  3255.6505  3263.4129  3279.3938  3255.7394  3265.7475\n",
      "2023-03-23  3265.7475  3258.7791  3286.6491  3252.9917  3286.6491\n",
      "2023-03-24  3286.6491  3282.7390  3282.7390  3260.8444  3265.6537\n",
      "2023-03-27  3265.6537  3261.8235  3261.8235  3229.7037  3251.3971\n",
      "2023-03-28  3251.3971  3256.6023  3264.0978  3241.7368  3245.3760\n",
      "2023-03-29   3245.376  3253.6212  3254.5564  3229.5848  3240.0568\n",
      "2023-03-30  3240.0568  3243.0683  3263.7379  3220.9846  3261.2485\n",
      "2023-03-31  3261.2485  3263.4061  3278.4231  3260.0396  3272.8602\n",
      "2023-04-03  3272.8602  3277.3400  3299.7321  3276.4158  3296.3960\n",
      "2023-04-04   3296.396  3297.1830  3312.5615  3290.9925  3312.5578\n",
      "2023-04-06  3312.5578  3302.7510  3314.5262  3296.0550  3312.6280\n",
      "2023-04-07   3312.628  3312.4813  3328.8455  3308.0610  3327.6457\n",
      "2023-04-10  3327.6457  3331.5051  3332.7152  3309.9171  3315.3578\n",
      "2023-04-11  3315.3578  3317.0771  3317.4484  3298.2498  3313.5705\n",
      "2023-04-12  3313.5705  3316.8623  3330.7079  3315.3991  3327.1816\n",
      "2023-04-13  3327.1816  3321.2733  3334.4697  3309.2515  3318.3638\n",
      "2023-04-14  3318.3638  3326.3704  3340.0764  3316.8101  3338.1525\n",
      "2023-04-17  3338.1525  3337.0605  3385.6095  3336.3881  3385.6095\n",
      "2023-04-18  3385.6095  3379.2267  3396.1745  3375.7803  3393.3312\n",
      "2023-04-19  3393.3312  3391.3549  3394.9590  3364.6419  3370.1283\n",
      "2023-04-20  3370.1283  3367.0525  3371.3679  3344.0160  3367.0310\n",
      "2023-04-21   3367.031  3363.9987  3367.6093  3301.2575  3301.2575\n",
      "2023-04-24  3301.2575  3300.8125  3303.0908  3264.9349  3275.4130\n",
      "2023-04-25   3275.413  3276.4030  3288.5685  3229.4461  3264.8717\n",
      "2023-04-26  3264.8717  3255.2171  3277.9797  3239.9893  3264.1006\n",
      "2023-04-27  3264.1006  3256.2278  3299.3010  3253.1117  3285.8844\n",
      "2023-04-28  3285.8844  3283.1224  3324.8808  3283.1224  3323.2746\n",
      "2023-05-04  3323.2746  3306.4827  3352.7463  3302.0275  3350.4587\n",
      "2023-05-05  3350.4587  3350.6538  3364.1417  3321.1872  3334.5028\n",
      "2023-05-08  3334.5028  3340.9904  3400.1766  3340.9904  3395.0036\n",
      "2023-05-09  3395.0036  3402.3938  3418.9534  3356.1183  3357.6707\n",
      "2023-05-10  3357.6707  3347.7015  3349.7213  3305.2506  3319.1506\n",
      "2023-05-11  3319.1506  3323.6583  3333.2496  3307.2887  3309.5512\n",
      "2023-05-12  3309.5512  3304.4582  3319.1307  3271.4311  3272.3619\n",
      "2023-05-15  3272.3619  3269.8781  3310.7367  3235.8679  3310.7367\n",
      "2023-05-16  3310.7367  3310.1607  3317.9012  3282.4918  3290.9874\n",
      "2023-05-17  3290.9874  3281.9664  3298.5190  3269.8936  3284.2320\n",
      "2023-05-18   3284.232  3288.4112  3313.8622  3284.1679  3297.3199\n",
      "2023-05-19  3297.3199  3288.8911  3302.3424  3268.2242  3283.5417\n",
      "2023-05-22  3283.5417  3278.5960  3308.5325  3276.5398  3296.4696\n",
      "2023-05-23  3296.4696  3294.7877  3298.2257  3246.2380  3246.2380\n",
      "2023-05-24   3246.238  3237.7045  3237.7045  3204.3813  3204.7494\n",
      "2023-05-25  3204.7494  3197.3644  3207.0210  3168.5716  3201.2605\n",
      "2023-05-26  3201.2605  3198.8825  3220.7737  3179.8217  3212.5038\n",
      "2023-05-29  3212.5038  3219.7553  3230.9706  3208.9550  3221.4484\n",
      "2023-05-30  3221.4484  3214.6728  3230.6317  3186.6256  3224.2133\n",
      "2023-05-31  3224.2133  3214.6551  3216.3597  3190.2736  3204.5644\n",
      "2023-06-01  3204.5644  3196.1547  3225.0930  3189.5174  3204.6345\n",
      "2023-06-02  3204.6345  3212.4489  3233.9916  3211.7370  3230.0686\n",
      "2023-06-05  3230.0686  3231.8108  3244.1801  3221.6254  3232.4410\n",
      "2023-06-06   3232.441  3228.4068  3247.3490  3189.2692  3195.3404\n",
      "2023-06-07  3195.3404  3197.4677  3210.3295  3188.0053  3197.7587\n",
      "2023-06-08  3197.7587  3194.8348  3225.5263  3180.5354  3213.5855\n",
      "2023-06-09  3213.5855  3213.0330  3231.4055  3206.1027  3231.4055\n",
      "2023-06-12  3231.4055  3225.3049  3239.4368  3210.7135  3228.8336\n",
      "2023-06-13  3228.8336  3223.8958  3235.0854  3215.4989  3233.6734\n",
      "2023-06-14  3233.6734  3238.1189  3248.4609  3226.7743  3228.9887\n",
      "2023-06-15  3228.9887  3230.4512  3252.9751  3229.1452  3252.9751\n",
      "2023-06-16  3252.9751  3256.2989  3276.5522  3255.4988  3273.3341\n",
      "2023-06-19  3273.3341  3271.1635  3271.1635  3251.7789  3255.8057\n",
      "2023-06-20  3255.8057  3252.5435  3252.8435  3237.7857  3240.3648\n",
      "2023-06-21  3240.3648  3230.1142  3236.3626  3197.9011  3197.9011\n",
      "2023-06-26  3197.9011  3177.2293  3181.0758  3144.2484  3150.6189\n",
      "2023-06-27  3150.6189  3153.3132  3194.4086  3148.2657  3189.4427\n",
      "2023-06-28  3189.4427  3183.4865  3192.6589  3157.1229  3189.3758\n",
      "2023-06-29  3189.3758  3185.4242  3196.5025  3179.5251  3182.3812\n",
      "2023-06-30  3182.3812  3178.9242  3212.9928  3177.9913  3202.0623\n",
      "2023-07-03  3202.0623  3209.1623  3246.8605  3209.1623  3243.9750\n",
      "2023-07-04   3243.975  3241.2305  3246.9576  3233.9895  3245.3492\n",
      "2023-07-05  3245.3492  3240.0486  3241.8353  3218.6022  3222.9469\n",
      "2023-07-06  3222.9469  3215.8633  3229.4799  3199.7164  3205.5748\n",
      "2023-07-07  3205.5748  3197.4716  3212.0472  3189.2114  3196.6092\n",
      "2023-07-10  3196.6092  3208.7349  3216.5348  3192.6579  3203.6958\n",
      "2023-07-11  3203.6958  3211.1222  3221.6804  3200.3845  3221.3666\n",
      "2023-07-12  3221.3666  3220.3758  3224.3312  3193.4366  3196.1337\n",
      "2023-07-13  3196.1337  3202.6992  3238.4675  3202.6992  3236.4800\n",
      "2023-07-14    3236.48  3240.9695  3248.3849  3233.9985  3237.7012\n",
      "2023-07-17  3237.7012  3219.0162  3219.0162  3195.8862  3209.6298\n",
      "2023-07-18  3209.6298  3206.7860  3210.2482  3190.0049  3197.8201\n",
      "2023-07-19  3197.8201  3195.0085  3204.3612  3181.5611  3198.8358\n",
      "2023-07-20  3198.8358  3201.9111  3209.0554  3165.6739  3169.5220\n",
      "2023-07-21   3169.522  3163.4210  3185.6357  3157.3335  3167.7452\n",
      "2023-07-24  3167.7452  3157.4694  3178.7335  3151.1252  3164.1608\n",
      "2023-07-25  3164.1608  3201.4575  3231.7486  3201.4575  3231.5213\n",
      "2023-07-26  3231.5213  3228.0873  3229.8921  3212.8801  3223.0279\n",
      "2023-07-27  3223.0279  3225.4763  3245.6028  3210.4699  3216.6709\n",
      "2023-07-28  3216.6709  3206.7410  3280.2777  3200.9939  3275.9257\n",
      "2023-07-31  3275.9257  3287.2089  3322.1291  3281.0133  3291.0398\n",
      "2023-08-01  3291.0398  3288.7604  3305.3402  3279.5656  3290.9493\n",
      "2023-08-02  3290.9493  3281.8583  3290.8203  3252.3036  3261.6903\n",
      "2023-08-03  3261.6903  3254.5651  3280.8636  3247.2719  3280.4626\n",
      "2023-08-04  3280.4626  3296.0944  3315.0492  3281.7343  3288.0842\n",
      "2023-08-07  3288.0842  3276.7756  3276.7756  3258.5372  3268.8311\n",
      "2023-08-08  3268.8311  3260.7218  3274.5186  3246.6745  3260.6196\n",
      "2023-08-09  3260.6196  3251.1521  3257.0816  3240.2888  3244.4867\n",
      "2023-08-10  3244.4867  3242.2057  3257.0298  3234.1158  3254.5597\n",
      "2023-08-11  3254.5597  3254.4751  3254.4751  3189.2480  3189.2480\n",
      "2023-08-14   3189.248  3159.7138  3180.5067  3141.6551  3178.4272\n",
      "2023-08-15  3178.4272  3180.5579  3186.2340  3147.3459  3176.1758\n",
      "2023-08-16  3176.1758  3164.7019  3176.6260  3149.7226  3150.1277\n",
      "2023-08-17  3150.1277  3137.3514  3167.4457  3123.2495  3163.7393\n",
      "2023-08-18  3163.7393  3165.0998  3179.1159  3131.9530  3131.9530\n",
      "2023-08-21   3131.953  3125.9897  3134.9571  3092.9777  3092.9777\n",
      "2023-08-22  3092.9777  3103.7807  3126.7838  3074.5307  3120.3338\n",
      "2023-08-23  3120.3338  3116.2661  3116.3765  3077.6056  3078.4021\n",
      "2023-08-24  3078.4021  3085.9107  3106.1824  3072.9511  3082.2439\n",
      "2023-08-25  3082.2439  3068.6150  3085.0470  3053.0373  3064.0747\n",
      "2023-08-28  3064.0747  3219.0432  3219.0432  3089.1194  3098.6363\n",
      "2023-08-29  3098.6363  3091.9379  3145.7610  3090.4377  3135.8867\n",
      "2023-08-30  3135.8867  3144.4067  3153.6890  3126.9024  3137.1375\n",
      "2023-08-31  3137.1375  3134.5529  3139.9801  3113.9459  3119.8764\n",
      "2023-09-01  3119.8764  3126.0234  3143.8457  3123.1896  3133.2467\n",
      "2023-09-04  3133.2467  3145.9435  3177.0603  3143.3793  3177.0603\n",
      "2023-09-05  3177.0603  3169.7384  3169.7384  3150.0753  3154.3693\n",
      "2023-09-06  3154.3693  3147.1363  3162.1547  3136.8998  3158.0769\n",
      "2023-09-07  3158.0769  3152.2028  3152.2662  3120.8229  3122.3523\n",
      "2023-09-08  3122.3523  3114.2296  3126.0412  3104.6743  3116.7191\n",
      "2023-09-11  3116.7191  3119.6101  3155.1026  3113.8164  3142.7790\n",
      "2023-09-12   3142.779  3140.3409  3147.5141  3134.3176  3137.0593\n",
      "2023-09-13  3137.0593  3137.7718  3143.7577  3106.9693  3123.0669\n",
      "2023-09-14  3123.0669  3124.8482  3135.0250  3111.8588  3126.5511\n",
      "2023-09-15  3126.5511  3133.5883  3141.9642  3107.4480  3117.7434\n",
      "2023-09-18  3117.7434  3110.4404  3128.7009  3098.4960  3125.9319\n",
      "2023-09-19  3125.9319  3123.9862  3131.1298  3113.5254  3124.9567\n",
      "2023-09-20  3124.9567  3118.6671  3122.1277  3108.1578  3108.5679\n",
      "2023-09-21  3108.5679  3103.1754  3113.4939  3084.7010  3084.7010\n",
      "2023-09-22   3084.701  3084.7567  3132.5578  3078.8007  3132.4316\n",
      "2023-09-25  3132.4316  3131.2079  3131.2079  3112.1505  3115.6071\n",
      "2023-09-26  3115.6071  3114.0214  3120.2889  3102.2726  3102.2726\n",
      "2023-09-27  3102.2726  3104.0395  3125.4470  3103.8441  3107.3156\n",
      "2023-09-28  3107.3156  3117.7549  3121.8352  3105.9397  3110.4753\n",
      "2023-10-09  3110.4753  3099.9998  3103.3597  3072.6418  3096.9224\n",
      "2023-10-10  3096.9224  3104.3651  3109.9822  3073.1864  3075.2361\n",
      "2023-10-11  3075.2361  3085.6989  3095.6594  3071.9360  3078.9556\n",
      "2023-10-12  3078.9556  3101.7051  3109.9898  3092.1771  3107.9007\n",
      "2023-10-13  3107.9007  3091.9972  3094.9153  3080.5481  3088.0991\n",
      "2023-10-16  3088.0991  3091.0647  3091.1257  3063.6856  3073.8130\n",
      "2023-10-17   3073.813  3076.4283  3084.0725  3064.8897  3083.4964\n",
      "2023-10-18  3083.4964  3076.5796  3076.5796  3057.0588  3058.7098\n",
      "2023-10-19  3058.7098  3043.1955  3043.1955  3004.7745  3005.3934\n",
      "2023-10-20  3005.3934  2995.3575  3006.2746  2977.1731  2983.0585\n",
      "2023-10-23  2983.0585  2969.7858  2973.6611  2923.5113  2939.2913\n",
      "2023-10-24  2939.2913  2944.3105  2964.7605  2929.0883  2962.2437\n",
      "2023-10-25  2962.2437  2986.4066  2993.2951  2972.4177  2974.1135\n",
      "2023-10-26  2974.1135  2960.1038  2990.3277  2956.0060  2988.2992\n",
      "2023-10-27  2988.2992  2978.4026  3029.2101  2974.8802  3017.7842\n",
      "2023-10-30  3017.7842  3009.6104  3028.2641  3002.3477  3021.5534\n",
      "2023-10-31  3021.5534  3019.6460  3023.0014  3006.6088  3018.7706\n",
      "2023-11-01  3018.7706  3038.1821  3038.3303  3013.9330  3023.0765\n",
      "2023-11-02  3023.0765  3028.6647  3038.6422  3009.1210  3009.4058\n",
      "2023-11-03  3009.4058  3012.4654  3040.9807  3012.4654  3030.7977\n",
      "2023-11-06  3030.7977  3047.1301  3058.9891  3037.6941  3058.4105\n",
      "2023-11-07  3058.4105  3052.9202  3064.5771  3042.4689  3057.2697\n",
      "2023-11-08  3057.2697  3051.1531  3062.9910  3037.2888  3052.3726\n",
      "2023-11-09  3052.3726  3047.6532  3063.4674  3045.8336  3053.2792\n",
      "2023-11-10  3053.2792  3043.5585  3044.0007  3027.0878  3038.9699\n",
      "2023-11-13  3038.9699  3044.0319  3048.6209  3028.1680  3046.5329\n",
      "2023-11-14  3046.5329  3046.8171  3059.5294  3044.4259  3056.0703\n",
      "2023-11-15  3056.0703  3077.0291  3080.1284  3064.3464  3072.8348\n",
      "2023-11-16  3072.8348  3066.8554  3071.4522  3050.9257  3050.9257\n",
      "2023-11-17  3050.9257  3043.6170  3055.8561  3033.7472  3054.3655\n",
      "2023-11-20  3054.3655  3056.9268  3072.5134  3043.5148  3068.3191\n",
      "2023-11-21  3068.3191  3074.8281  3089.7738  3063.3449  3067.9328\n",
      "2023-11-22  3067.9328  3060.4984  3067.9625  3043.6110  3043.6110\n",
      "2023-11-23   3043.611  3041.6779  3062.8665  3034.2969  3061.8562\n",
      "2023-11-24  3061.8562  3060.3306  3060.3306  3037.2012  3040.9717\n",
      "2023-11-27  3040.9717  3038.1864  3038.3578  3015.0076  3031.7002\n",
      "2023-11-28  3031.7002  3028.5983  3039.6945  3020.2306  3038.5545\n",
      "2023-11-29  3038.5545  3038.4641  3038.9767  3017.6611  3021.6874\n",
      "2023-11-30  3021.6874  3021.1025  3030.9086  3013.7678  3029.6727\n",
      "2023-12-01  3029.6727  3027.3530  3035.7599  3010.2333  3031.6358\n",
      "2023-12-04  3031.6358  3033.2980  3038.9794  3022.3477  3022.9138\n",
      "2023-12-05  3022.9138  3017.0102  3017.0102  2972.2959  2972.2959\n",
      "2023-12-06  2972.2959  2966.9475  2985.3143  2959.6030  2968.9334\n",
      "2023-12-07  2968.9334  2965.6523  2976.0148  2949.1438  2966.2061\n",
      "2023-12-08  2966.2061  2965.3901  2980.8344  2962.3270  2969.5594\n",
      "2023-12-11  2969.5594  2956.2905  2995.6698  2930.4220  2991.4385\n",
      "2023-12-12  2991.4385  2986.3282  3003.7455  2980.4462  3003.4378\n",
      "2023-12-13  3003.4378  2997.3358  2997.3358  2968.7606  2968.7606\n",
      "2023-12-14  2968.7606  2979.6990  2986.1773  2958.0660  2958.9856\n",
      "2023-12-15  2958.9856  2966.3015  2976.3094  2940.0266  2942.5568\n",
      "2023-12-18  2942.5568  2936.5751  2951.1479  2924.3254  2930.8036\n",
      "2023-12-19  2930.8036  2928.7631  2940.5014  2914.1253  2932.3908\n",
      "2023-12-20  2932.3908  2932.1186  2937.1011  2902.0395  2902.1096\n",
      "2023-12-21  2902.1096  2892.0201  2924.2562  2882.0195  2918.7149\n",
      "2023-12-22  2918.7149  2919.2879  2935.7002  2906.5094  2914.7752\n",
      "2023-12-25  2914.7752  2909.8751  2920.6323  2903.9870  2918.8126\n",
      "2023-12-26  2918.8126  2917.9708  2917.9708  2892.8373  2898.8787\n",
      "2023-12-27  2898.8787  2900.1491  2917.9564  2890.1650  2914.6138\n",
      "2023-12-28  2914.6138  2913.1096  2961.6476  2909.3886  2954.7035\n",
      "2023-12-29  2954.7035  2950.8372  2975.0319  2950.0173  2974.9348\n",
      "2024-01-02  2974.9348  2972.7750  2976.2682  2962.2762  2962.2762\n",
      "2024-01-03  2962.2762  2957.1117  2971.2834  2953.2901  2967.2472\n",
      "2024-01-04  2967.2472  2965.5087  2966.6828  2936.6347  2954.3486\n",
      "2024-01-05  2954.3486  2949.8221  2967.9677  2916.7206  2929.1833\n",
      "2024-01-08  2929.1833  2923.4570  2924.4559  2887.5379  2887.5379\n",
      "2024-01-09  2887.5379  2887.1095  2900.7266  2878.4123  2893.2513\n",
      "2024-01-10  2893.2513  2886.9807  2903.1621  2870.4155  2877.7023\n",
      "2024-01-11  2877.7023  2873.7982  2896.1788  2867.7223  2886.6502\n",
      "2024-01-12  2886.6502  2880.0399  2904.1743  2878.8752  2881.9769\n",
      "2024-01-15  2881.9769  2872.5562  2904.4643  2869.2236  2886.2908\n",
      "2024-01-16  2886.2908  2881.5602  2896.6830  2861.1302  2893.9886\n",
      "2024-01-17  2893.9886  2887.2917  2887.4893  2833.6152  2833.6152\n",
      "2024-01-18  2833.6152  2822.6672  2849.2559  2760.9780  2845.7839\n",
      "2024-01-19  2845.7839  2836.9749  2849.8755  2822.8434  2832.2793\n",
      "2024-01-22  2832.2793  2826.5034  2828.3202  2735.3721  2756.3399\n",
      "2024-01-23  2756.3399  2746.8923  2784.8407  2724.1573  2770.9763\n",
      "2024-01-24  2770.9763  2782.1415  2823.6953  2743.3971  2820.7719\n",
      "2024-01-25  2820.7719  2823.8259  2906.7940  2821.7093  2906.1087\n",
      "2024-01-26  2906.1087  2897.9149  2924.3065  2890.4819  2910.2227\n",
      "2024-01-29  2910.2227  2910.6072  2923.8992  2883.3327  2883.3560\n",
      "2024-01-30   2883.356  2866.2795  2881.3468  2829.2498  2830.5266\n",
      "2024-01-31  2830.5266  2815.5042  2834.0110  2782.5869  2788.5482\n",
      "2024-02-01  2788.5482  2773.4239  2805.0146  2752.7824  2770.7403\n",
      "2024-02-02  2770.7403  2773.2949  2791.6756  2666.3335  2730.1520\n",
      "2024-02-05   2730.152  2716.0810  2739.7383  2635.0897  2702.1850\n",
      "2024-02-06   2702.185  2680.4846  2802.9312  2669.6732  2789.4860\n",
      "2024-02-07   2789.486  2791.5145  2829.6956  2770.5293  2829.6956\n",
      "2024-02-08  2829.6956  2832.4855  2867.4738  2827.9020  2865.9032\n",
      "2024-02-19  2865.9032  2886.5871  2910.5440  2867.7103  2910.5440\n",
      "2024-02-20   2910.544  2902.8765  2927.3080  2887.4741  2922.7302\n",
      "2024-02-21  2922.7302  2906.0243  2994.6149  2898.0496  2950.9556\n",
      "2024-02-22  2950.9556  2945.4465  2988.3578  2944.4988  2988.3578\n",
      "2024-02-23  2988.3578  2992.9115  3009.1359  2979.9728  3004.8810\n",
      "2024-02-26   3004.881  3002.1179  3009.4790  2967.0571  2977.0221\n",
      "2024-02-27  2977.0221  2966.4166  3015.4807  2961.1479  3015.4807\n",
      "2024-02-28  3015.4807  3016.2555  3031.4881  2957.8524  2957.8524\n",
      "2024-02-29  2957.8524  2943.6242  3015.1712  2943.6242  3015.1712\n",
      "2024-03-01  3015.1712  3013.8229  3032.2315  3003.7632  3027.0204\n",
      "2024-03-04  3027.0204  3026.6071  3040.3447  3007.6829  3039.3055\n",
      "2024-03-05  3039.3055  3027.1028  3052.5413  3022.1777  3047.7931\n",
      "2024-03-06  3047.7931  3041.7518  3060.5629  3034.3536  3039.9309\n",
      "2024-03-07  3039.9309  3040.2111  3063.6924  3023.1177  3027.4013\n",
      "2024-03-08  3027.4013  3026.1654  3049.1940  3016.9032  3046.0192\n",
      "2024-03-11  3046.0192  3042.6188  3068.4554  3035.4451  3068.4554\n",
      "2024-03-12  3068.4554  3068.1820  3075.1308  3044.8572  3055.9350\n",
      "2024-03-13   3055.935  3053.3413  3061.9510  3031.8985  3043.8346\n",
      "2024-03-14  3043.8346  3042.4131  3059.9975  3020.6370  3038.2339\n",
      "2024-03-15  3038.2339  3031.5229  3056.4473  3023.2152  3054.6359\n",
      "2024-03-18  3054.6359  3057.2093  3085.3124  3055.9221  3084.9262\n",
      "2024-03-19  3084.9262  3077.9805  3090.0459  3062.6279  3062.7558\n",
      "2024-03-20  3062.7558  3058.6478  3081.7547  3056.6450  3079.6859\n",
      "2024-03-21  3079.6859  3084.4116  3090.0513  3069.2720  3077.1130\n",
      "2024-03-22   3077.113  3070.5481  3073.2058  3027.7615  3048.0336\n",
      "2024-03-25  3048.0336  3040.5010  3065.2611  3026.3055  3026.3055\n",
      "2024-03-26  3026.3055  3026.9218  3036.4939  3006.2597  3031.4809\n",
      "2024-03-27  3031.4809  3026.8138  3030.4495  2993.1388  2993.1388\n",
      "2024-03-28  2993.1388  2988.5899  3033.3666  2984.1201  3010.6636\n",
      "2024-03-29  3010.6636  3008.3757  3041.2978  3008.1672  3041.1669\n",
      "2024-04-01  3041.1669  3049.0207  3078.4883  3049.0207  3077.3786\n",
      "2024-04-02  3077.3786  3076.8752  3085.5365  3063.9808  3074.9586\n",
      "2024-04-03  3074.9586  3074.8929  3079.0200  3057.3972  3069.2959\n",
      "2024-04-08  3069.2959  3057.3255  3077.3512  3045.4692  3047.0526\n",
      "2024-04-09  3047.0526  3044.6136  3051.5851  3033.2089  3048.5369\n",
      "2024-04-10  3048.5369  3045.9609  3049.6072  3013.5897  3027.3349\n",
      "2024-04-11  3027.3349  3013.5727  3050.3372  3009.8972  3034.2464\n",
      "2024-04-12  3034.2464  3035.5773  3043.5599  3014.8297  3019.4735\n",
      "2024-04-15  3019.4735  3013.6722  3066.9412  2995.5420  3057.3776\n",
      "2024-04-16  3057.3776  3043.5505  3052.4346  3005.3400  3007.0681\n",
      "2024-04-17  3007.0681  3008.0614  3071.3806  3002.0564  3071.3806\n",
      "2024-04-18  3071.3806  3060.0309  3102.5527  3057.7606  3074.2246\n",
      "2024-04-19  3074.2246  3060.2989  3080.3227  3055.0577  3065.2610\n",
      "2024-04-22   3065.261  3059.0649  3078.4226  3042.5420  3044.5952\n",
      "2024-04-23  3044.5952  3038.6118  3044.9438  3016.5169  3021.9775\n",
      "2024-04-24  3021.9775  3029.4028  3045.6398  3019.1239  3044.8223\n",
      "2024-04-25  3044.8223  3037.9273  3060.2635  3034.6499  3052.9000\n",
      "2024-04-26     3052.9  3054.9793  3092.4300  3054.9793  3088.6357\n",
      "2024-04-29  3088.6357  3086.6819  3119.6857  3080.5858  3113.0432\n",
      "2024-04-30  3113.0432  3110.1594  3123.2876  3104.2943  3104.8245\n",
      "2024-05-06  3104.8245  3132.5115  3142.3816  3126.7689  3140.7204\n",
      "2024-05-07  3140.7204  3139.6637  3151.2190  3133.6904  3147.7380\n",
      "2024-05-08   3147.738  3141.4874  3144.9856  3126.1729  3128.4798\n",
      "2024-05-09  3128.4798  3128.1644  3158.4646  3128.1644  3154.3201\n",
      "2024-05-10  3154.3201  3158.5891  3163.1441  3137.1517  3154.5472\n",
      "2024-05-13  3154.5472  3139.4753  3157.3656  3126.1697  3148.0207\n",
      "2024-05-14  3148.0207  3148.8488  3155.8071  3137.6091  3145.7743\n",
      "2024-05-15  3145.7743  3141.2518  3142.9725  3117.9287  3119.9021\n",
      "2024-05-16  3119.9021  3127.1841  3137.8779  3116.1627  3122.4010\n",
      "2024-05-17   3122.401  3121.7126  3154.0263  3116.7842  3154.0263\n",
      "2024-05-20  3154.0263  3156.1482  3174.2658  3155.9903  3171.1451\n",
      "2024-05-21  3171.1451  3164.6826  3165.2237  3148.3420  3157.9657\n",
      "2024-05-22  3157.9657  3157.1889  3166.9191  3152.4570  3158.5399\n",
      "2024-05-23  3158.5399  3149.8752  3150.6282  3110.2773  3116.3870\n",
      "2024-05-24   3116.387  3110.7533  3130.4245  3087.7941  3088.8705\n",
      "2024-05-27  3088.8705  3094.1400  3125.5064  3091.9893  3124.0427\n",
      "2024-05-28  3124.0427  3122.3877  3130.3103  3106.3645  3109.5721\n",
      "2024-05-29  3109.5721  3108.0267  3128.1365  3100.9797  3111.0176\n",
      "2024-05-30  3111.0176  3103.7078  3121.2180  3085.3841  3091.6778\n",
      "2024-05-31  3091.6778  3094.7587  3107.6035  3086.8134  3086.8134\n",
      "2024-06-03  3086.8134  3085.9814  3097.2043  3061.2766  3078.4887\n",
      "2024-06-04  3078.4887  3071.3196  3095.3221  3063.5879  3091.1992\n",
      "2024-06-05  3091.1992  3086.0509  3092.3459  3064.7359  3065.4034\n",
      "2024-06-06  3065.4034  3069.4393  3077.6725  3040.8295  3048.7939\n",
      "2024-06-07  3048.7939  3053.9153  3065.0247  3031.0443  3051.2787\n",
      "2024-06-11  3051.2787  3042.1338  3043.1997  3013.8611  3028.0451\n",
      "2024-06-12  3028.0451  3025.2963  3042.0423  3021.3085  3037.4675\n",
      "2024-06-13  3037.4675  3038.0859  3040.4021  3022.8224  3028.9187\n",
      "2024-06-14  3028.9187  3020.9588  3037.9046  3011.5773  3032.6333\n",
      "2024-06-17  3032.6333  3017.7169  3026.6242  3012.0452  3015.8907\n",
      "2024-06-18  3015.8907  3015.0713  3031.9758  3012.5234  3030.2464\n",
      "2024-06-19  3030.2464  3029.0993  3030.2259  3015.3263  3018.0491\n",
      "2024-06-20  3018.0491  3015.7224  3028.5143  3001.7677  3005.4369\n",
      "2024-06-21  3005.4369  2998.2413  3011.9141  2985.9291  2998.1377\n",
      "2024-06-24  2998.1377  2982.8263  2990.6429  2960.1267  2963.0989\n",
      "2024-06-25  2963.0989  2962.7654  2971.6534  2935.5382  2949.9963\n",
      "2024-06-26  2949.9963  2943.4471  2976.6690  2933.3304  2972.5251\n",
      "2024-06-27  2972.5251  2962.6964  2963.0644  2944.8979  2945.8524\n",
      "2024-06-28  2945.8524  2940.3032  2985.4679  2939.9840  2967.4028\n",
      "2024-07-01  2967.4028  2965.2452  2996.4086  2961.8556  2994.7303\n",
      "2024-07-02  2994.7303  2992.8556  3004.9870  2989.4701  2997.0111\n",
      "2024-07-03  2997.0111  2995.6642  2998.5369  2978.0686  2982.3756\n",
      "2024-07-04  2982.3756  2984.8303  2995.5695  2955.2895  2957.5670\n",
      "2024-07-05   2957.567  2954.3723  2957.1069  2920.2046  2949.9333\n",
      "2024-07-08  2949.9333  2939.8367  2947.6100  2917.2322  2922.4498\n",
      "2024-07-09  2922.4498  2919.5729  2963.7822  2904.0389  2959.3724\n",
      "2024-07-10  2959.3724  2949.0261  2958.8594  2935.3304  2939.3636\n",
      "2024-07-11  2939.3636  2957.2502  2971.3608  2947.4027  2970.3874\n",
      "2024-07-12  2970.3874  2965.6121  2977.1417  2963.3033  2971.2950\n",
      "2024-07-15   2971.295  2963.8472  2977.3126  2959.1288  2974.0107\n",
      "2024-07-16  2974.0107  2963.9001  2977.3613  2959.6655  2976.3043\n",
      "2024-07-17  2976.3043  2970.8081  2972.7949  2957.9480  2962.8549\n",
      "2024-07-18  2962.8549  2951.1434  2978.0919  2937.9045  2977.1334\n",
      "2024-07-19  2977.1334  2963.5144  2986.2425  2955.1199  2982.3086\n",
      "2024-07-22  2982.3086  2978.1932  2978.6007  2946.5608  2964.2155\n",
      "2024-07-23  2964.2155  2960.5004  2960.5004  2915.3682  2915.3685\n",
      "2024-07-24  2915.3685  2909.1521  2922.0298  2894.2885  2901.9518\n",
      "2024-07-25  2901.9518  2891.8918  2897.7674  2872.8497  2886.7416\n",
      "2024-07-26  2886.7416  2885.9953  2899.1162  2875.3959  2890.8973\n",
      "2024-07-29  2890.8973  2889.4726  2898.9512  2878.5825  2891.8453\n",
      "2024-07-30  2891.8453  2885.2152  2885.2152  2865.1493  2879.2996\n",
      "2024-07-31  2879.2996  2877.5409  2940.5927  2876.3009  2938.7493\n",
      "2024-08-01  2938.7493  2940.1200  2947.8770  2928.8260  2932.3870\n",
      "2024-08-02   2932.387  2913.0200  2931.2590  2902.7200  2905.3380\n",
      "2024-08-05   2905.338  2889.3630  2919.0250  2860.6980  2860.6980\n",
      "2024-08-06   2860.698  2878.6510  2888.2010  2845.3350  2867.2840\n",
      "2024-08-07   2867.284  2864.0100  2886.9420  2857.7250  2869.8340\n",
      "2024-08-08   2869.834  2864.7580  2886.3990  2850.8750  2869.9010\n",
      "2024-08-09   2869.901  2879.8730  2887.8490  2862.1940  2862.1940\n",
      "2024-08-12   2862.194  2858.8950  2869.2690  2851.2950  2858.2050\n",
      "2024-08-13   2858.205  2860.4100  2867.9460  2845.3100  2867.9460\n",
      "2024-08-14   2867.946  2866.2430  2866.2430  2850.4010  2850.6540\n",
      "2024-08-15   2850.654  2844.2010  2889.0870  2839.3880  2877.3580\n",
      "2024-08-16   2877.358  2877.9400  2888.6750  2873.0600  2879.4300\n",
      "2024-08-19    2879.43  2877.9540  2905.1550  2877.7710  2893.6740\n",
      "2024-08-20   2893.674  2895.5510  2896.5190  2855.3290  2866.6610\n",
      "2024-08-21   2866.661  2858.9390  2863.8910  2848.1510  2856.5840\n",
      "2024-08-22   2856.584  2856.2000  2861.6070  2845.5020  2848.7720\n",
      "2024-08-23   2848.772  2844.7700  2860.7330  2839.3370  2854.3680\n",
      "2024-08-26   2854.368  2855.4740  2860.6550  2844.3830  2855.5200\n",
      "2024-08-27    2855.52  2850.8770  2853.7800  2843.1580  2848.7310\n",
      "2024-08-28   2848.731  2844.3270  2852.5620  2830.9620  2837.4290\n",
      "2024-08-29   2837.429  2829.4510  2831.4310  2815.3830  2823.1060\n",
      "2024-08-30   2823.106  2819.6500  2867.9650  2817.0140  2842.2140\n",
      "2024-09-02   2842.214  2832.3500  2839.2780  2810.3740  2811.0350\n",
      "2024-09-03   2811.035  2809.1730  2814.9030  2794.9110  2802.9790\n",
      "2024-09-04   2802.979  2786.5050  2800.6070  2781.9350  2784.2780\n",
      "2024-09-05   2784.278  2785.2640  2796.0190  2777.4710  2788.3140\n",
      "2024-09-06   2788.314  2791.7650  2804.0930  2765.6390  2765.8070\n",
      "2024-09-09   2765.807  2754.7240  2756.5560  2726.9670  2736.4880\n",
      "2024-09-10   2736.488  2737.8810  2750.1180  2718.6270  2744.1920\n",
      "2024-09-11   2744.192  2732.7310  2732.7310  2710.6210  2721.7950\n",
      "2024-09-12   2721.795  2722.1380  2734.6830  2716.5550  2717.1230\n",
      "2024-09-13   2717.123  2718.9860  2728.7800  2703.3690  2704.0900\n",
      "2024-09-18    2704.09  2705.3450  2724.1140  2689.6950  2717.2810\n",
      "2024-09-19   2717.281  2723.2050  2747.7400  2697.7760  2736.0220\n",
      "2024-09-20   2736.022  2734.2280  2741.1550  2717.9450  2736.8140\n",
      "2024-09-23   2736.814  2735.3900  2760.4800  2731.3570  2748.9180\n",
      "2024-09-24   2748.918  2770.7540  2863.1520  2761.3720  2863.1260\n",
      "2024-09-25   2863.126  2901.4190  2952.4510  2889.0480  2896.3060\n",
      "2024-09-26   2896.306  2893.7450  3000.9530  2889.0140  3000.9530\n",
      "2024-09-27   3000.953  3049.1030  3087.5290  3017.4450  3087.5290\n",
      "2024-09-30   3087.529  3194.7220  3358.5880  3153.6970  3336.4970\n",
      "2024-10-08   3336.497  3674.4050  3674.4050  3372.1870  3489.7750\n",
      "2024-10-09   3489.775  3427.2200  3437.1570  3249.1590  3258.8580\n",
      "2024-10-10   3258.858  3277.6920  3379.8050  3228.1250  3301.9260\n",
      "2024-10-11   3301.926  3287.8730  3297.7520  3187.9880  3217.7380\n",
      "2024-10-14   3217.738  3241.4280  3294.6200  3203.9010  3284.3230\n",
      "2024-10-15   3284.323  3265.7460  3285.2150  3201.2920  3201.2920\n",
      "2024-10-16   3201.292  3169.1690  3236.8480  3167.7360  3202.9480\n",
      "2024-10-17   3202.948  3220.7330  3241.5680  3169.3840  3169.3840\n",
      "2024-10-18   3169.384  3165.9750  3313.9780  3152.8210  3261.5630\n",
      "2024-10-21   3261.563  3276.0600  3300.6640  3239.0970  3268.1100\n",
      "2024-10-22    3268.11  3263.8220  3294.9610  3255.1380  3285.8670\n",
      "2024-10-23   3285.867  3285.2470  3331.0820  3277.0660  3302.8030\n",
      "2024-10-24   3302.803  3287.8240  3292.9450  3266.8820  3280.2630\n",
      "2024-10-25   3280.263  3280.7620  3319.3570  3276.1300  3299.7000\n",
      "2024-10-28     3299.7  3300.4630  3322.1980  3279.7150  3322.1980\n",
      "2024-10-29   3322.198  3328.0890  3340.4580  3284.2110  3286.4070\n",
      "2024-10-30   3286.407  3273.6420  3291.6800  3244.8060  3266.2380\n",
      "2024-10-31   3266.238  3267.9750  3295.7420  3252.3900  3279.8240\n",
      "2024-11-01   3279.824  3275.5770  3305.3180  3258.7350  3272.0140\n",
      "2024-11-04   3272.014  3275.6790  3310.2070  3263.8420  3310.2070\n",
      "2024-11-05   3310.207  3306.8100  3386.9870  3302.0470  3386.9870\n",
      "2024-11-06   3386.987  3395.2220  3420.9990  3367.0810  3383.8060\n",
      "2024-11-07   3383.806  3359.9850  3470.6610  3356.2580  3470.6610\n",
      "2024-11-08   3470.661  3502.1330  3509.8180  3443.1930  3452.2970\n",
      "2024-11-11   3452.297  3432.3670  3471.1220  3416.7270  3470.0660\n",
      "2024-11-12   3470.066  3469.8910  3489.4240  3402.0420  3421.9700\n",
      "2024-11-13    3421.97  3406.9160  3442.2980  3404.5250  3439.2780\n",
      "2024-11-14   3439.278  3429.5050  3441.7750  3376.1530  3379.8390\n",
      "2024-11-15   3379.839  3369.8090  3391.3200  3330.7260  3330.7260\n",
      "2024-11-18   3330.726  3344.6900  3386.9030  3309.0080  3323.8490\n",
      "2024-11-19   3323.849  3324.8830  3346.7580  3284.1330  3346.0100\n",
      "2024-11-20    3346.01  3337.6780  3375.2480  3333.0020  3367.9890\n",
      "2024-11-21   3367.989  3362.9440  3378.5180  3348.8550  3370.4040\n",
      "2024-11-22   3370.404  3368.0430  3372.0030  3267.1920  3267.1920\n",
      "2024-11-25   3267.192  3274.8840  3285.4560  3232.9180  3263.7600\n",
      "2024-11-26    3263.76  3256.8580  3285.3280  3252.8660  3259.7570\n",
      "2024-11-27   3259.757  3250.5910  3309.8810  3227.3550  3309.7790\n",
      "2024-11-28   3309.779  3308.2800  3319.2560  3290.3640  3295.6980\n",
      "2024-11-29   3295.698  3295.2100  3357.5010  3293.6900  3326.4560\n",
      "2024-12-02   3326.456  3328.4820  3369.3030  3323.0090  3363.9820\n",
      "2024-12-03   3363.982  3366.2850  3386.6180  3348.3740  3378.8060\n",
      "2024-12-04   3378.806  3376.5720  3388.0240  3352.9430  3364.6500\n",
      "2024-12-05    3364.65  3353.0570  3377.0550  3353.0570  3368.8550\n",
      "2024-12-06   3368.855  3370.9410  3418.2610  3364.2060  3404.0760\n",
      "2024-12-09   3404.076  3402.6290  3426.6450  3385.9590  3402.5340\n",
      "2024-12-10   3402.534  3490.2890  3494.8670  3417.7650  3422.6610\n",
      "2024-12-11   3422.661  3416.0870  3437.8100  3416.0870  3432.4900\n",
      "2024-12-12    3432.49  3432.2790  3464.1160  3425.9760  3461.5000\n",
      "2024-12-13     3461.5  3442.9260  3442.9260  3390.7540  3391.8780\n",
      "2024-12-16   3391.878  3390.0830  3401.9260  3376.5360  3386.3310\n",
      "2024-12-17   3386.331  3381.8140  3396.2070  3357.7690  3361.4850\n",
      "2024-12-18   3361.485  3371.2960  3396.4600  3371.2960  3382.2080\n",
      "2024-12-19   3382.208  3355.9040  3377.5320  3346.4690  3370.0330\n",
      "2024-12-20   3370.033  3364.4810  3390.6180  3362.8190  3368.0690\n",
      "2024-12-23   3368.069  3367.9040  3384.9920  3348.2770  3351.2570\n",
      "2024-12-24   3351.257  3353.5350  3394.9040  3352.9470  3393.5280\n",
      "2024-12-25   3393.528  3395.1070  3406.2130  3374.0110  3393.3500\n",
      "2024-12-26    3393.35  3389.3380  3401.0950  3380.2550  3398.0770\n",
      "2024-12-27   3398.077  3397.2940  3418.9520  3388.3220  3400.1420\n",
      "2024-12-30   3400.142  3395.3960  3412.8410  3394.9650  3407.3260\n",
      "2024-12-31   3407.326  3406.9650  3413.4550  3351.7630  3351.7630\n",
      "2025-01-02   3351.763  3347.9390  3351.7220  3242.0870  3262.5610\n",
      "2025-01-03   3262.561  3267.0770  3273.5660  3205.7760  3211.4300\n",
      "2025-01-06    3211.43  3209.7830  3219.4880  3185.4630  3206.9230\n",
      "2025-01-07   3206.923  3203.3070  3230.8530  3190.4610  3229.6440\n",
      "2025-01-08   3229.644  3218.8580  3246.2910  3175.7250  3230.1680\n",
      "2025-01-09   3230.168  3220.7210  3228.9730  3205.9100  3211.3930\n",
      "2025-01-10   3211.393  3211.7070  3220.1070  3168.5240  3168.5240\n",
      "2025-01-13   3168.524  3148.8260  3172.7000  3140.9780  3160.7550\n",
      "2025-01-14   3160.755  3165.1610  3245.2200  3159.4320  3240.9400\n",
      "2025-01-15    3240.94  3234.7150  3245.9040  3222.2360  3227.1170\n",
      "2025-01-16   3227.117  3239.0260  3265.2820  3217.0970  3236.0320\n",
      "2025-01-17   3236.032  3226.7620  3256.5070  3219.7730  3241.8210\n",
      "2025-01-20   3241.821  3256.1490  3268.2630  3238.1210  3244.3780\n",
      "2025-01-21   3244.378  3256.8330  3258.6100  3229.0690  3242.6230\n",
      "2025-01-22   3242.623  3235.4930  3235.5010  3203.3800  3213.6240\n",
      "2025-01-23   3213.624  3237.5990  3273.5200  3229.5720  3230.1640\n",
      "2025-01-24   3230.164  3222.8770  3260.0110  3221.7120  3252.6260\n",
      "2025-01-27   3252.626  3256.6140  3274.3920  3250.6010  3250.6010\n",
      "2025-02-05   3250.601  3270.1600  3271.0220  3220.2790  3229.4880\n",
      "2025-02-06   3229.488  3226.5750  3271.4270  3225.8460  3270.6590\n",
      "2025-02-07   3270.659  3269.2270  3324.4280  3262.5090  3303.6670\n",
      "2025-02-10   3303.667  3308.0400  3325.3560  3299.2430  3322.1700\n",
      "2025-02-11    3322.17  3323.6690  3324.1730  3304.4440  3318.0570\n",
      "2025-02-12   3318.057  3312.2570  3346.3850  3310.3900  3346.3850\n",
      "2025-02-13   3346.385  3343.2350  3359.1810  3332.4830  3332.4830\n",
      "2025-02-14   3332.483  3328.4830  3349.0840  3322.5290  3346.7240\n",
      "2025-02-17   3346.724  3355.4170  3357.1210  3333.1950  3355.8300\n",
      "2025-02-18    3355.83  3348.9830  3366.0120  3314.3010  3324.4910\n",
      "2025-02-19   3324.491  3320.7800  3352.0870  3320.5810  3351.5390\n",
      "2025-02-20   3351.539  3347.5890  3355.5570  3338.0340  3350.7830\n",
      "2025-02-21   3350.783  3356.6950  3381.0580  3339.0260  3379.1130\n",
      "2025-02-24   3379.113  3374.0810  3384.8110  3355.8690  3373.0280\n",
      "2025-02-25   3373.028  3345.6530  3369.5580  3337.8450  3346.0400\n",
      "2025-02-26    3346.04  3351.2090  3380.2140  3351.2090  3380.2140\n",
      "2025-02-27   3380.214  3378.4490  3388.7810  3353.5710  3388.0620\n",
      "2025-02-28   3388.062  3374.6640  3383.1910  3318.7160  3320.8970\n",
      "2025-03-03   3320.897  3328.3960  3349.0170  3304.5930  3316.9250\n",
      "2025-03-04   3316.925  3300.4980  3327.8240  3297.5300  3324.2100\n",
      "2025-03-05    3324.21  3324.6960  3342.7140  3314.1480  3341.9650\n",
      "2025-03-06   3341.965  3353.5700  3387.0540  3348.6840  3381.0980\n",
      "2025-03-07   3381.098  3373.1810  3390.9440  3363.9290  3372.5460\n",
      "2025-03-10   3372.546  3373.2590  3375.7980  3347.1860  3366.1630\n",
      "2025-03-11   3366.163  3335.4390  3379.8290  3334.8310  3379.8280\n",
      "2025-03-12   3379.828  3385.6850  3392.4090  3370.2200  3371.9240\n",
      "2025-03-13   3371.924  3371.0950  3377.1180  3341.1180  3358.7290\n",
      "2025-03-14   3358.729  3361.6860  3421.2330  3360.6060  3419.5620\n",
      "2025-03-17   3419.562  3430.8090  3436.3520  3422.4620  3426.1290\n",
      "2025-03-18   3426.129  3434.5650  3437.0650  3423.3010  3429.7590\n",
      "2025-03-19   3429.759  3424.1730  3439.0460  3414.5930  3426.4290\n",
      "2025-03-20   3426.429  3425.2160  3427.0450  3404.6620  3408.9480\n",
      "2025-03-21   3408.948  3401.7590  3414.7090  3355.8400  3364.8310\n",
      "2025-03-24   3364.831  3364.8340  3373.6940  3340.2380  3370.0280\n",
      "2025-03-25   3370.028  3370.0010  3379.9880  3361.0460  3369.9760\n",
      "2025-03-26   3369.976  3365.6660  3382.3420  3365.6660  3368.6970\n",
      "2025-03-27   3368.697  3362.7120  3394.0350  3351.1740  3373.7490\n",
      "2025-03-28   3373.749  3372.0390  3375.0530  3346.0810  3351.3070\n",
      "2025-03-31   3351.307  3343.3440  3361.7420  3317.7380  3335.7460\n",
      "2025-04-01   3335.746  3340.7120  3357.6220  3338.7790  3348.4350\n",
      "2025-04-02   3348.435  3344.1710  3361.1340  3343.1160  3350.1270\n",
      "2025-04-03   3350.127  3319.6060  3358.4260  3319.6060  3342.0080\n",
      "2025-04-07   3342.008  3193.1020  3217.7820  3040.6930  3096.5760\n",
      "2025-04-08   3096.576  3094.2620  3145.5490  3085.1230  3145.5490\n",
      "2025-04-09   3145.549  3110.0100  3186.8100  3070.0780  3186.8100\n",
      "2025-04-10    3186.81  3227.8360  3239.9410  3201.5710  3223.6380\n",
      "2025-04-11   3223.638  3219.5050  3249.8540  3211.3500  3238.2270\n",
      "2025-04-14   3238.227  3251.9780  3272.7200  3244.7330  3262.8080\n",
      "2025-04-15   3262.808  3260.6850  3268.9850  3246.3370  3267.6620\n",
      "2025-04-16   3267.662  3267.6650  3276.0050  3233.7910  3276.0040\n",
      "2025-04-17   3276.004  3261.7180  3285.9150  3258.1450  3280.3410\n",
      "2025-04-18   3280.341  3270.3530  3283.0900  3262.3920  3276.7300\n",
      "2025-04-21    3276.73  3273.1380  3298.6400  3270.0130  3291.4340\n",
      "2025-04-22   3291.434  3289.1660  3311.1530  3288.3320  3299.7570\n",
      "2025-04-23   3299.757  3308.1510  3312.1920  3293.0630  3296.3550\n",
      "2025-04-24   3296.355  3295.1490  3313.5090  3286.2360  3297.2880\n",
      "2025-04-25   3297.288  3300.3920  3305.2620  3288.7550  3295.0600\n",
      "2025-04-28    3295.06  3292.0560  3296.9320  3279.8770  3288.4150\n",
      "2025-04-29   3288.415  3281.4450  3294.9820  3277.6270  3286.6550\n",
      "2025-04-30   3286.655  3284.0810  3292.2000  3277.5500  3279.0310\n",
      "2025-05-06   3279.031  3295.2500  3316.4480  3286.9890  3316.1140\n",
      "2025-05-07   3316.114  3354.9740  3356.6880  3324.8090  3342.6650\n",
      "2025-05-08   3342.665  3331.2050  3359.7310  3327.9020  3351.9960\n",
      "2025-05-09   3351.996  3350.4050  3351.2200  3335.1270  3341.9990\n",
      "2025-05-12   3341.999  3352.9700  3372.4720  3344.2690  3369.2450\n",
      "2025-05-13   3369.245  3386.2340  3386.2340  3370.2520  3374.8710\n",
      "2025-05-14   3374.871  3374.2350  3417.3140  3368.0780  3403.9480\n",
      "2025-05-15   3403.948  3398.4270  3402.8660  3378.0210  3380.8210\n",
      "2025-05-16   3380.821  3374.7060  3380.2900  3356.6610  3367.4620\n",
      "2025-05-19   3367.462  3365.8820  3373.5990  3356.6480  3367.5830\n",
      "2025-05-20   3367.583  3371.6890  3387.8040  3369.9630  3380.4780\n",
      "2025-05-21   3380.478  3380.2090  3394.7540  3380.2090  3387.5740\n",
      "2025-05-22   3387.574  3381.8650  3390.5930  3376.2330  3380.1890\n",
      "2025-05-23   3380.189  3376.8690  3389.4690  3348.3720  3348.3720\n",
      "2025-05-26   3348.372  3346.5610  3362.3070  3336.3550  3346.8390\n",
      "2025-05-27   3346.839  3346.5030  3351.5720  3332.4900  3340.6870\n",
      "2025-05-28   3340.687  3341.8520  3348.2340  3336.7270  3339.9320\n",
      "2025-05-29   3339.932  3340.4010  3368.6330  3337.4150  3363.4460\n",
      "2025-05-30   3363.446  3358.8090  3361.2750  3341.6480  3347.4870\n",
      "2025-06-03   3347.487  3340.0670  3366.9970  3340.0670  3361.9760\n",
      "2025-06-04   3361.976  3363.3910  3379.6400  3363.3910  3376.2030\n",
      "2025-06-05   3376.203  3378.2170  3387.7650  3371.1460  3384.0990\n",
      "2025-06-06   3384.099  3384.2950  3391.4510  3379.7640  3385.3580\n",
      "2025-06-09   3385.358  3388.7780  3402.0500  3383.0740  3399.7720\n",
      "2025-06-10   3399.772  3402.0130  3406.4520  3365.6670  3384.8160\n",
      "2025-06-11   3384.816  3385.4570  3413.5130  3385.4570  3402.3160\n",
      "2025-06-12   3402.316  3397.9720  3408.2050  3388.8660  3402.6580\n",
      "2025-06-13   3402.658  3397.4840  3401.5530  3370.5920  3376.9960\n",
      "2025-06-16   3376.996  3369.3660  3389.7560  3368.8760  3388.7290\n",
      "2025-06-17   3388.729  3388.1800  3393.3130  3376.4200  3387.4050\n",
      "2025-06-18   3387.405  3386.1360  3391.7090  3369.9860  3388.8090\n",
      "2025-06-19   3388.809  3384.2930  3386.9190  3353.9360  3362.1080\n",
      "2025-06-20   3362.108  3358.9130  3370.7980  3357.7060  3359.8950\n",
      "2025-06-23   3359.895  3349.4600  3389.4520  3347.6510  3381.5820\n",
      "2025-06-24   3381.582  3380.0800  3423.7840  3380.0800  3420.5660\n",
      "2025-06-25   3420.566  3419.0910  3459.0090  3417.4110  3455.9740\n",
      "2025-06-26   3455.974  3451.7190  3462.7520  3446.1860  3448.4530\n",
      "2025-06-27   3448.453  3450.6860  3462.6270  3421.0400  3424.2270\n",
      "2025-06-30   3424.227  3423.4740  3447.4600  3420.1120  3444.4260\n",
      "2025-07-01   3444.426  3445.8460  3459.5870  3441.0380  3457.7470\n",
      "2025-07-02   3457.747  3458.1710  3461.3280  3447.9560  3454.7920\n",
      "2025-07-03   3454.792  3456.1520  3463.6200  3446.9740  3461.1510\n",
      "2025-07-04   3461.151  3459.5920  3497.2250  3455.4940  3472.3190\n",
      "2025-07-07   3472.319  3467.9850  3474.8010  3462.7920  3473.1270\n",
      "2025-07-08   3473.127  3474.6320  3499.8860  3474.6320  3497.4750\n",
      "2025-07-09   3497.475  3498.7240  3512.6690  3491.2010  3493.0500\n",
      "2025-07-10    3493.05  3491.4970  3526.5900  3491.4970  3509.6820\n",
      "2025-07-11   3509.682  3511.3660  3555.2180  3506.7990  3510.1770\n",
      "2025-07-14   3510.177  3513.2520  3532.1180  3513.2520  3519.6500\n",
      "2025-07-15    3519.65  3519.8050  3527.0380  3483.3800  3504.9990\n",
      "2025-07-16   3504.999  3502.8990  3511.8060  3489.1370  3503.7770\n",
      "2025-07-17   3503.777  3500.3720  3517.2850  3499.1860  3516.8260\n",
      "2025-07-18   3516.826  3519.4750  3536.0140  3518.2310  3534.4830\n",
      "2025-07-21   3534.483  3542.8160  3560.6290  3542.5680  3559.7910\n",
      "2025-07-22   3559.791  3561.6320  3584.7190  3547.2520  3581.8610\n",
      "2025-07-23   3581.861  3588.8780  3613.0220  3577.5940  3582.2980\n",
      "2025-07-24   3582.298  3578.9120  3608.7280  3577.1130  3605.7270\n",
      "2025-07-25   3605.727  3604.4510  3610.0290  3586.2200  3593.6550\n",
      "2025-07-28   3593.655  3594.2310  3606.2740  3582.1490  3597.9370\n",
      "2025-07-29   3597.937  3595.8100  3611.3530  3585.9440  3609.7110\n",
      "2025-07-30   3609.711  3608.3540  3636.1660  3593.7340  3615.7170\n",
      "2025-07-31   3615.717  3604.6960  3606.3740  3562.6070  3573.2080\n",
      "2025-08-01   3573.208  3568.2610  3581.7460  3550.0430  3559.9520\n",
      "2025-08-04   3559.952  3547.1630  3583.3090  3547.1630  3583.3090\n",
      "2025-08-05   3583.309  3588.8080  3617.5980  3586.9690  3617.5980\n",
      "2025-08-06   3617.598  3615.8080  3634.3140  3613.9890  3633.9950\n",
      "2025-08-07   3633.995  3637.7810  3645.1170  3622.5220  3639.6670\n",
      "2025-08-08   3639.667  3634.8550  3645.3670  3625.4510  3635.1280\n",
      "2025-08-11   3635.128  3637.0530  3656.8520  3629.6270  3647.5470\n",
      "2025-08-12   3647.547  3647.9630  3669.0380  3647.9630  3665.9180\n",
      "2025-08-13   3665.918  3668.6580  3688.6280  3666.5470  3683.4650\n",
      "2025-08-14   3683.465  3685.5220  3704.7720  3662.5700  3666.4430\n",
      "2025-08-15   3666.443  3659.8150  3702.2550  3658.3760  3696.7710\n",
      "2025-08-18   3696.771  3712.4950  3745.9390  3702.3800  3728.0270\n",
      "2025-08-19   3728.027  3728.4850  3746.6690  3718.1470  3727.2880\n",
      "2025-08-20   3727.288  3716.6850  3767.4300  3704.9910  3766.2100\n",
      "2025-08-21    3766.21  3770.6760  3787.9810  3757.9920  3771.0990\n",
      "2025-08-22   3771.099  3772.2770  3825.7590  3772.2770  3825.7590\n",
      "2025-08-25   3825.759  3848.1630  3883.5620  3839.9720  3883.5620\n",
      "2025-08-26   3883.562  3871.4710  3888.5990  3859.7580  3868.3820\n",
      "2025-08-27   3868.382  3869.6120  3887.1980  3800.3500  3800.3500\n",
      "2025-08-28    3800.35  3796.7110  3845.0870  3761.4220  3843.5970\n",
      "2025-08-29   3843.597  3842.8230  3867.6060  3839.2060  3857.9270\n",
      "CPU times: total: 312 ms\n",
      "Wall time: 324 ms\n"
     ]
    }
   ],
   "source": [
    "%%time   \n",
    "#Jupyter Notebook的 “魔法命令”，是用来统计下面这段代码的运行时间。\n",
    "#注意！！！“ %%time ” 要单独在一行！！！\n",
    "\n",
    "data = pd.read_csv('数据000001.csv')   #pd是调用pandas库\n",
    "\n",
    "data['Day'] = pd.to_datetime(data['Day'],format='%Y/%m/%d')    #处理日期\n",
    "#read_csv是pandas 里的 “读表格” 工具，会把表格文件读进电脑，然后把内容存在data里\n",
    "#pd.to_datetime 把普通的文字日期转换成计算机能识别的“日期格式”\n",
    "#format='%Y/%m/%d' 是告诉计算机：你读的日期是“年/月/日”的格式\n",
    "\n",
    "data.set_index('Day', inplace = True) \n",
    "#set_index 是给表格加一个“索引”，可以理解为 “给表格加一个‘目录’，目录是‘Day’这列的日期”。\n",
    "#inplace = True 表示 “直接在原来的data表格上修改”，不用再存一个新表格。\n",
    "\n",
    "data.sort_values(by = ['Day'],axis=0, ascending=True)\n",
    "#sort_values 是给表格排序  by = ['Day'] 表示按照Day这列来排序  axis=0 表示 “按行排序”(大多数都是按行排的)\n",
    "#ascending=True 表示 “升序排列”，日期从早到晚排\n",
    "\n",
    "with pd.option_context('display.max_rows', None, 'display.max_columns', None, 'display.width', None):\n",
    "    print(data)\n",
    "#改进！！！结果太长啦 缩短点啦"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3196fba5",
   "metadata": {},
   "source": [
    "第三章：收益率计算基础\n",
    "股票的收益率的计算一般使用的是 收盘价 来计算。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44488fd8",
   "metadata": {},
   "source": [
    "第四章：日度收益率计算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "8c90aa92",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Preclose</th>\n",
       "      <th>Open</th>\n",
       "      <th>Highest</th>\n",
       "      <th>Lowest</th>\n",
       "      <th>Close</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-01-03</th>\n",
       "      <td>647.870</td>\n",
       "      <td>637.720</td>\n",
       "      <td>647.710</td>\n",
       "      <td>630.530</td>\n",
       "      <td>639.880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-04</th>\n",
       "      <td>639.880</td>\n",
       "      <td>641.900</td>\n",
       "      <td>655.510</td>\n",
       "      <td>638.860</td>\n",
       "      <td>653.810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-05</th>\n",
       "      <td>653.810</td>\n",
       "      <td>655.380</td>\n",
       "      <td>657.520</td>\n",
       "      <td>645.810</td>\n",
       "      <td>646.890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-06</th>\n",
       "      <td>646.890</td>\n",
       "      <td>642.750</td>\n",
       "      <td>643.890</td>\n",
       "      <td>636.330</td>\n",
       "      <td>640.760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-09</th>\n",
       "      <td>640.760</td>\n",
       "      <td>637.520</td>\n",
       "      <td>637.550</td>\n",
       "      <td>625.040</td>\n",
       "      <td>626.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-08-25</th>\n",
       "      <td>3825.759</td>\n",
       "      <td>3848.163</td>\n",
       "      <td>3883.562</td>\n",
       "      <td>3839.972</td>\n",
       "      <td>3883.562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-08-26</th>\n",
       "      <td>3883.562</td>\n",
       "      <td>3871.471</td>\n",
       "      <td>3888.599</td>\n",
       "      <td>3859.758</td>\n",
       "      <td>3868.382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-08-27</th>\n",
       "      <td>3868.382</td>\n",
       "      <td>3869.612</td>\n",
       "      <td>3887.198</td>\n",
       "      <td>3800.350</td>\n",
       "      <td>3800.350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-08-28</th>\n",
       "      <td>3800.350</td>\n",
       "      <td>3796.711</td>\n",
       "      <td>3845.087</td>\n",
       "      <td>3761.422</td>\n",
       "      <td>3843.597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-08-29</th>\n",
       "      <td>3843.597</td>\n",
       "      <td>3842.823</td>\n",
       "      <td>3867.606</td>\n",
       "      <td>3839.206</td>\n",
       "      <td>3857.927</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7445 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Preclose      Open   Highest    Lowest     Close\n",
       "Day                                                         \n",
       "1995-01-03   647.870   637.720   647.710   630.530   639.880\n",
       "1995-01-04   639.880   641.900   655.510   638.860   653.810\n",
       "1995-01-05   653.810   655.380   657.520   645.810   646.890\n",
       "1995-01-06   646.890   642.750   643.890   636.330   640.760\n",
       "1995-01-09   640.760   637.520   637.550   625.040   626.000\n",
       "...              ...       ...       ...       ...       ...\n",
       "2025-08-25  3825.759  3848.163  3883.562  3839.972  3883.562\n",
       "2025-08-26  3883.562  3871.471  3888.599  3859.758  3868.382\n",
       "2025-08-27  3868.382  3869.612  3887.198  3800.350  3800.350\n",
       "2025-08-28  3800.350  3796.711  3845.087  3761.422  3843.597\n",
       "2025-08-29  3843.597  3842.823  3867.606  3839.206  3857.927\n",
       "\n",
       "[7445 rows x 5 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#数据准备\n",
    "data_new = data['1995-01':'2025-08'].copy()  \n",
    "# “'1995-01':'2025-08' ”是按日期索引筛选数据 “.copy()”是为了深拷贝数据，避免后续操作修改原始 data，最终把筛选后的数据存到data_new里。\n",
    "data_new['Close'] = pd.to_numeric(data_new['Close'])\n",
    "# “pd.to_numeric” 把 Close 列的内容转换成数值类型（例如，将文本形式的数字 “100.5” 转成真正的数值 100.5）\n",
    "data_new['Preclose'] = pd.to_numeric(data_new['Preclose'])   #把 Preclose 列也转换成数值类型\n",
    "data_new\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5042794c",
   "metadata": {},
   "source": [
    "计算000001上证指数日收益率（一共四种方法 对比来看）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "58cd37c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Preclose</th>\n",
       "      <th>Open</th>\n",
       "      <th>Highest</th>\n",
       "      <th>Lowest</th>\n",
       "      <th>Close</th>\n",
       "      <th>Raw_return</th>\n",
       "      <th>Log_return</th>\n",
       "      <th>Pct_change_return</th>\n",
       "      <th>Apply_return</th>\n",
       "      <th>Diff_div_return</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-01-03</th>\n",
       "      <td>647.870</td>\n",
       "      <td>637.720</td>\n",
       "      <td>647.710</td>\n",
       "      <td>630.530</td>\n",
       "      <td>639.880</td>\n",
       "      <td>-0.012333</td>\n",
       "      <td>-0.012409</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.012333</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-04</th>\n",
       "      <td>639.880</td>\n",
       "      <td>641.900</td>\n",
       "      <td>655.510</td>\n",
       "      <td>638.860</td>\n",
       "      <td>653.810</td>\n",
       "      <td>0.021770</td>\n",
       "      <td>0.021536</td>\n",
       "      <td>0.021770</td>\n",
       "      <td>0.021770</td>\n",
       "      <td>0.021770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-05</th>\n",
       "      <td>653.810</td>\n",
       "      <td>655.380</td>\n",
       "      <td>657.520</td>\n",
       "      <td>645.810</td>\n",
       "      <td>646.890</td>\n",
       "      <td>-0.010584</td>\n",
       "      <td>-0.010641</td>\n",
       "      <td>-0.010584</td>\n",
       "      <td>-0.010584</td>\n",
       "      <td>-0.010584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-06</th>\n",
       "      <td>646.890</td>\n",
       "      <td>642.750</td>\n",
       "      <td>643.890</td>\n",
       "      <td>636.330</td>\n",
       "      <td>640.760</td>\n",
       "      <td>-0.009476</td>\n",
       "      <td>-0.009521</td>\n",
       "      <td>-0.009476</td>\n",
       "      <td>-0.009476</td>\n",
       "      <td>-0.009476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-09</th>\n",
       "      <td>640.760</td>\n",
       "      <td>637.520</td>\n",
       "      <td>637.550</td>\n",
       "      <td>625.040</td>\n",
       "      <td>626.000</td>\n",
       "      <td>-0.023035</td>\n",
       "      <td>-0.023305</td>\n",
       "      <td>-0.023035</td>\n",
       "      <td>-0.023035</td>\n",
       "      <td>-0.023035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-08-25</th>\n",
       "      <td>3825.759</td>\n",
       "      <td>3848.163</td>\n",
       "      <td>3883.562</td>\n",
       "      <td>3839.972</td>\n",
       "      <td>3883.562</td>\n",
       "      <td>0.015109</td>\n",
       "      <td>0.014996</td>\n",
       "      <td>0.015109</td>\n",
       "      <td>0.015109</td>\n",
       "      <td>0.015109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-08-26</th>\n",
       "      <td>3883.562</td>\n",
       "      <td>3871.471</td>\n",
       "      <td>3888.599</td>\n",
       "      <td>3859.758</td>\n",
       "      <td>3868.382</td>\n",
       "      <td>-0.003909</td>\n",
       "      <td>-0.003916</td>\n",
       "      <td>-0.003909</td>\n",
       "      <td>-0.003909</td>\n",
       "      <td>-0.003909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-08-27</th>\n",
       "      <td>3868.382</td>\n",
       "      <td>3869.612</td>\n",
       "      <td>3887.198</td>\n",
       "      <td>3800.350</td>\n",
       "      <td>3800.350</td>\n",
       "      <td>-0.017587</td>\n",
       "      <td>-0.017743</td>\n",
       "      <td>-0.017587</td>\n",
       "      <td>-0.017587</td>\n",
       "      <td>-0.017587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-08-28</th>\n",
       "      <td>3800.350</td>\n",
       "      <td>3796.711</td>\n",
       "      <td>3845.087</td>\n",
       "      <td>3761.422</td>\n",
       "      <td>3843.597</td>\n",
       "      <td>0.011380</td>\n",
       "      <td>0.011315</td>\n",
       "      <td>0.011380</td>\n",
       "      <td>0.011380</td>\n",
       "      <td>0.011380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-08-29</th>\n",
       "      <td>3843.597</td>\n",
       "      <td>3842.823</td>\n",
       "      <td>3867.606</td>\n",
       "      <td>3839.206</td>\n",
       "      <td>3857.927</td>\n",
       "      <td>0.003728</td>\n",
       "      <td>0.003721</td>\n",
       "      <td>0.003728</td>\n",
       "      <td>0.003728</td>\n",
       "      <td>0.003728</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7445 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Preclose      Open   Highest    Lowest     Close  Raw_return  \\\n",
       "Day                                                                        \n",
       "1995-01-03   647.870   637.720   647.710   630.530   639.880   -0.012333   \n",
       "1995-01-04   639.880   641.900   655.510   638.860   653.810    0.021770   \n",
       "1995-01-05   653.810   655.380   657.520   645.810   646.890   -0.010584   \n",
       "1995-01-06   646.890   642.750   643.890   636.330   640.760   -0.009476   \n",
       "1995-01-09   640.760   637.520   637.550   625.040   626.000   -0.023035   \n",
       "...              ...       ...       ...       ...       ...         ...   \n",
       "2025-08-25  3825.759  3848.163  3883.562  3839.972  3883.562    0.015109   \n",
       "2025-08-26  3883.562  3871.471  3888.599  3859.758  3868.382   -0.003909   \n",
       "2025-08-27  3868.382  3869.612  3887.198  3800.350  3800.350   -0.017587   \n",
       "2025-08-28  3800.350  3796.711  3845.087  3761.422  3843.597    0.011380   \n",
       "2025-08-29  3843.597  3842.823  3867.606  3839.206  3857.927    0.003728   \n",
       "\n",
       "            Log_return  Pct_change_return  Apply_return  Diff_div_return  \n",
       "Day                                                                       \n",
       "1995-01-03   -0.012409                NaN     -0.012333              NaN  \n",
       "1995-01-04    0.021536           0.021770      0.021770         0.021770  \n",
       "1995-01-05   -0.010641          -0.010584     -0.010584        -0.010584  \n",
       "1995-01-06   -0.009521          -0.009476     -0.009476        -0.009476  \n",
       "1995-01-09   -0.023305          -0.023035     -0.023035        -0.023035  \n",
       "...                ...                ...           ...              ...  \n",
       "2025-08-25    0.014996           0.015109      0.015109         0.015109  \n",
       "2025-08-26   -0.003916          -0.003909     -0.003909        -0.003909  \n",
       "2025-08-27   -0.017743          -0.017587     -0.017587        -0.017587  \n",
       "2025-08-28    0.011315           0.011380      0.011380         0.011380  \n",
       "2025-08-29    0.003721           0.003728      0.003728         0.003728  \n",
       "\n",
       "[7445 rows x 10 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 方法1：直接使用向量化操作（最推荐的方式！）\n",
    "data_new['Raw_return'] = data_new['Close'] / data_new['Preclose'] - 1\n",
    "#简单收益率（Raw Return）=（当日收盘价/前一日收盘价）-1\n",
    "data_new['Log_return'] = np.log(data_new['Close']) - np.log(data_new['Preclose'])\n",
    "#逻辑：对数收益率（Log Return）=ln(当日收盘价)-ln(前一日收盘价)\n",
    "# 优点是多日对数收益可以直接相加，常用于金融建模  np 是 numpy 库的缩写\n",
    "\n",
    "\n",
    "# 方法2：使用pandas的pct_change函数计算收益率（适用于时间序列数据）\n",
    "data_new['Pct_change_return'] = data_new['Close'].pct_change()\n",
    "#逻辑：自动计算“当前值/前一个值-1”，和 “简单收益率” 逻辑一致。\n",
    "# 注意：这种方法需要数据已经按时间排序\n",
    "\n",
    "# 方法3：使用apply方法（不推荐，因为apply是按行/列循环执行函数，大数据量下效率很低速度较慢）\n",
    "data_new['Apply_return'] = data_new.apply(lambda row: row['Close'] / row['Preclose'] - 1, axis=1)\n",
    "#lambda row是“匿名函数”,对每一行（axis=1）执行 “收盘价/前收盘价-1”的计算。\n",
    "\n",
    "# 方法4：使用diff和div方法组合（另一种向量化操作）\n",
    "data_new['Diff_div_return'] = data_new['Close'].diff() / data_new['Close'].shift(1)\n",
    "#逻辑：（当日收盘价 - 前一日收盘价）/ 前一日收盘价 → 结果和 “简单收益率” 完全一致，也是一种向量化操作。\n",
    "\n",
    "data_new\n",
    "#打印出包含所有收益率列的数据集，方便对比四种方法的计算结果是否一致。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86df4ee6",
   "metadata": {},
   "source": [
    "循环与向量化方法比较\n",
    "要注意下面代码的运行，Python靠缩进来判断代码的级别，注意使用。不用for while等循环就少用。\n",
    "再来三种方法！"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ca4640fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Preclose</th>\n",
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       "    <tr>\n",
       "      <th>Day</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-01-03</th>\n",
       "      <td>647.870</td>\n",
       "      <td>637.720</td>\n",
       "      <td>647.710</td>\n",
       "      <td>630.530</td>\n",
       "      <td>639.880</td>\n",
       "      <td>-0.012333</td>\n",
       "      <td>-0.012409</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.012333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.012333</td>\n",
       "      <td>-0.012333</td>\n",
       "      <td>-0.012333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-04</th>\n",
       "      <td>639.880</td>\n",
       "      <td>641.900</td>\n",
       "      <td>655.510</td>\n",
       "      <td>638.860</td>\n",
       "      <td>653.810</td>\n",
       "      <td>0.021770</td>\n",
       "      <td>0.021536</td>\n",
       "      <td>0.021770</td>\n",
       "      <td>0.021770</td>\n",
       "      <td>0.021770</td>\n",
       "      <td>0.021770</td>\n",
       "      <td>0.021770</td>\n",
       "      <td>0.021770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-05</th>\n",
       "      <td>653.810</td>\n",
       "      <td>655.380</td>\n",
       "      <td>657.520</td>\n",
       "      <td>645.810</td>\n",
       "      <td>646.890</td>\n",
       "      <td>-0.010584</td>\n",
       "      <td>-0.010641</td>\n",
       "      <td>-0.010584</td>\n",
       "      <td>-0.010584</td>\n",
       "      <td>-0.010584</td>\n",
       "      <td>-0.010584</td>\n",
       "      <td>-0.010584</td>\n",
       "      <td>-0.010584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-06</th>\n",
       "      <td>646.890</td>\n",
       "      <td>642.750</td>\n",
       "      <td>643.890</td>\n",
       "      <td>636.330</td>\n",
       "      <td>640.760</td>\n",
       "      <td>-0.009476</td>\n",
       "      <td>-0.009521</td>\n",
       "      <td>-0.009476</td>\n",
       "      <td>-0.009476</td>\n",
       "      <td>-0.009476</td>\n",
       "      <td>-0.009476</td>\n",
       "      <td>-0.009476</td>\n",
       "      <td>-0.009476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-09</th>\n",
       "      <td>640.760</td>\n",
       "      <td>637.520</td>\n",
       "      <td>637.550</td>\n",
       "      <td>625.040</td>\n",
       "      <td>626.000</td>\n",
       "      <td>-0.023035</td>\n",
       "      <td>-0.023305</td>\n",
       "      <td>-0.023035</td>\n",
       "      <td>-0.023035</td>\n",
       "      <td>-0.023035</td>\n",
       "      <td>-0.023035</td>\n",
       "      <td>-0.023035</td>\n",
       "      <td>-0.023035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-08-25</th>\n",
       "      <td>3825.759</td>\n",
       "      <td>3848.163</td>\n",
       "      <td>3883.562</td>\n",
       "      <td>3839.972</td>\n",
       "      <td>3883.562</td>\n",
       "      <td>0.015109</td>\n",
       "      <td>0.014996</td>\n",
       "      <td>0.015109</td>\n",
       "      <td>0.015109</td>\n",
       "      <td>0.015109</td>\n",
       "      <td>0.015109</td>\n",
       "      <td>0.015109</td>\n",
       "      <td>0.015109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-08-26</th>\n",
       "      <td>3883.562</td>\n",
       "      <td>3871.471</td>\n",
       "      <td>3888.599</td>\n",
       "      <td>3859.758</td>\n",
       "      <td>3868.382</td>\n",
       "      <td>-0.003909</td>\n",
       "      <td>-0.003916</td>\n",
       "      <td>-0.003909</td>\n",
       "      <td>-0.003909</td>\n",
       "      <td>-0.003909</td>\n",
       "      <td>-0.003909</td>\n",
       "      <td>-0.003909</td>\n",
       "      <td>-0.003909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-08-27</th>\n",
       "      <td>3868.382</td>\n",
       "      <td>3869.612</td>\n",
       "      <td>3887.198</td>\n",
       "      <td>3800.350</td>\n",
       "      <td>3800.350</td>\n",
       "      <td>-0.017587</td>\n",
       "      <td>-0.017743</td>\n",
       "      <td>-0.017587</td>\n",
       "      <td>-0.017587</td>\n",
       "      <td>-0.017587</td>\n",
       "      <td>-0.017587</td>\n",
       "      <td>-0.017587</td>\n",
       "      <td>-0.017587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-08-28</th>\n",
       "      <td>3800.350</td>\n",
       "      <td>3796.711</td>\n",
       "      <td>3845.087</td>\n",
       "      <td>3761.422</td>\n",
       "      <td>3843.597</td>\n",
       "      <td>0.011380</td>\n",
       "      <td>0.011315</td>\n",
       "      <td>0.011380</td>\n",
       "      <td>0.011380</td>\n",
       "      <td>0.011380</td>\n",
       "      <td>0.011380</td>\n",
       "      <td>0.011380</td>\n",
       "      <td>0.011380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-08-29</th>\n",
       "      <td>3843.597</td>\n",
       "      <td>3842.823</td>\n",
       "      <td>3867.606</td>\n",
       "      <td>3839.206</td>\n",
       "      <td>3857.927</td>\n",
       "      <td>0.003728</td>\n",
       "      <td>0.003721</td>\n",
       "      <td>0.003728</td>\n",
       "      <td>0.003728</td>\n",
       "      <td>0.003728</td>\n",
       "      <td>0.003728</td>\n",
       "      <td>0.003728</td>\n",
       "      <td>0.003728</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7445 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Preclose      Open   Highest    Lowest     Close  Raw_return  \\\n",
       "Day                                                                        \n",
       "1995-01-03   647.870   637.720   647.710   630.530   639.880   -0.012333   \n",
       "1995-01-04   639.880   641.900   655.510   638.860   653.810    0.021770   \n",
       "1995-01-05   653.810   655.380   657.520   645.810   646.890   -0.010584   \n",
       "1995-01-06   646.890   642.750   643.890   636.330   640.760   -0.009476   \n",
       "1995-01-09   640.760   637.520   637.550   625.040   626.000   -0.023035   \n",
       "...              ...       ...       ...       ...       ...         ...   \n",
       "2025-08-25  3825.759  3848.163  3883.562  3839.972  3883.562    0.015109   \n",
       "2025-08-26  3883.562  3871.471  3888.599  3859.758  3868.382   -0.003909   \n",
       "2025-08-27  3868.382  3869.612  3887.198  3800.350  3800.350   -0.017587   \n",
       "2025-08-28  3800.350  3796.711  3845.087  3761.422  3843.597    0.011380   \n",
       "2025-08-29  3843.597  3842.823  3867.606  3839.206  3857.927    0.003728   \n",
       "\n",
       "            Log_return  Pct_change_return  Apply_return  Diff_div_return  \\\n",
       "Day                                                                        \n",
       "1995-01-03   -0.012409                NaN     -0.012333              NaN   \n",
       "1995-01-04    0.021536           0.021770      0.021770         0.021770   \n",
       "1995-01-05   -0.010641          -0.010584     -0.010584        -0.010584   \n",
       "1995-01-06   -0.009521          -0.009476     -0.009476        -0.009476   \n",
       "1995-01-09   -0.023305          -0.023035     -0.023035        -0.023035   \n",
       "...                ...                ...           ...              ...   \n",
       "2025-08-25    0.014996           0.015109      0.015109         0.015109   \n",
       "2025-08-26   -0.003916          -0.003909     -0.003909        -0.003909   \n",
       "2025-08-27   -0.017743          -0.017587     -0.017587        -0.017587   \n",
       "2025-08-28    0.011315           0.011380      0.011380         0.011380   \n",
       "2025-08-29    0.003721           0.003728      0.003728         0.003728   \n",
       "\n",
       "            Loop_return  Loop_return2  Numpy_return  \n",
       "Day                                                  \n",
       "1995-01-03    -0.012333     -0.012333     -0.012333  \n",
       "1995-01-04     0.021770      0.021770      0.021770  \n",
       "1995-01-05    -0.010584     -0.010584     -0.010584  \n",
       "1995-01-06    -0.009476     -0.009476     -0.009476  \n",
       "1995-01-09    -0.023035     -0.023035     -0.023035  \n",
       "...                 ...           ...           ...  \n",
       "2025-08-25     0.015109      0.015109      0.015109  \n",
       "2025-08-26    -0.003909     -0.003909     -0.003909  \n",
       "2025-08-27    -0.017587     -0.017587     -0.017587  \n",
       "2025-08-28     0.011380      0.011380      0.011380  \n",
       "2025-08-29     0.003728      0.003728      0.003728  \n",
       "\n",
       "[7445 rows x 13 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 方法5：使用for循环计算收益率（不推荐，效率低）这种方法在大数据集上会非常慢，仅作为示例\n",
    "# 创建新列存储结果\n",
    "if 'Loop_return' not in data_new.columns:  #先建新列 然后初始化\n",
    "    data_new['Loop_return'] = np.nan   #遍历数据的每一行 计算后把结果存入Loop_return列。\n",
    "\n",
    "# 使用for循环计算\n",
    "for i in range(len(data_new)):\n",
    "    data_new.iloc[i, data_new.columns.get_loc('Loop_return')] = data_new.iloc[i, data_new.columns.get_loc('Close')] / data_new.iloc[i, data_new.columns.get_loc('Preclose')] - 1\n",
    "\n",
    "\n",
    "# 方法6：使用zip和enumerate组合（比纯for循环更Pythonic）\n",
    "close_values = data_new['Close'].values\n",
    "preclose_values = data_new['Preclose'].values\n",
    "loop_return_values = []\n",
    "\n",
    "for i, (close, preclose) in enumerate(zip(close_values, preclose_values)):   #zip 把两个数组 “配对” 成（close, preclose）的元组\n",
    "    if preclose != 0 and not np.isnan(preclose):\n",
    "        loop_return_values.append(close / preclose - 1)\n",
    "    else:\n",
    "        loop_return_values.append(np.nan)\n",
    "\n",
    "data_new['Loop_return2'] = loop_return_values\n",
    "\n",
    "\n",
    "# 方法7：使用numpy的向量化操作（高效且简洁）\n",
    "data_new['Numpy_return'] = (data_new['Close'].values / data_new['Preclose'].values) - 1\n",
    "#此方法运用Numpy 向量化，和之前的 Pandas 向量化一样高效、简洁）\n",
    "\n",
    "data_new"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf3e22d0",
   "metadata": {},
   "source": [
    "第五章 月度收益\n",
    " 月度收益率计算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "6c360623",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Log_return</th>\n",
       "      <th>Raw_Return</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-01-31</th>\n",
       "      <td>-0.141139</td>\n",
       "      <td>-0.131631</td>\n",
       "      <td>1995</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-02-28</th>\n",
       "      <td>-0.023979</td>\n",
       "      <td>-0.023694</td>\n",
       "      <td>1995</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-03-31</th>\n",
       "      <td>0.163651</td>\n",
       "      <td>0.177803</td>\n",
       "      <td>1995</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-04-30</th>\n",
       "      <td>-0.109315</td>\n",
       "      <td>-0.103552</td>\n",
       "      <td>1995</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-05-31</th>\n",
       "      <td>0.188901</td>\n",
       "      <td>0.207922</td>\n",
       "      <td>1995</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Log_return  Raw_Return  Year  Month\n",
       "Day                                            \n",
       "1995-01-31   -0.141139   -0.131631  1995      1\n",
       "1995-02-28   -0.023979   -0.023694  1995      2\n",
       "1995-03-31    0.163651    0.177803  1995      3\n",
       "1995-04-30   -0.109315   -0.103552  1995      4\n",
       "1995-05-31    0.188901    0.207922  1995      5"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 方法1：使用resample函数计算月度对数收益率并转换为原始收益率\n",
    "# 这种方法适合对数收益率，因为对数收益率可以直接相加\n",
    "Month_data1 = data_new.resample('ME')['Log_return'].sum().to_frame(name='Log_return') \n",
    "# resample('ME') 把数据按月（月末）汇总\n",
    "Month_data1['Raw_Return'] = np.exp(Month_data1['Log_return']) - 1\n",
    "#通过指数运算把月度对数收益率转换为月度原始收益率\n",
    "\n",
    "# 添加年月信息便于分析\n",
    "Month_data1['Year'] = Month_data1.index.year\n",
    "Month_data1['Month'] = Month_data1.index.month\n",
    "##从日期索引中提取出年份和月份，方便后续按年月分析收益规律\n",
    "\n",
    "Month_data1.head()  # 显示结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "e7780f9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Close</th>\n",
       "      <th>Preclose</th>\n",
       "      <th>Raw_return</th>\n",
       "      <th>Log_return</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-01-31</th>\n",
       "      <td>562.59</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1995</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-02-28</th>\n",
       "      <td>549.26</td>\n",
       "      <td>562.59</td>\n",
       "      <td>-0.023694</td>\n",
       "      <td>-0.023979</td>\n",
       "      <td>1995</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-03-31</th>\n",
       "      <td>646.92</td>\n",
       "      <td>549.26</td>\n",
       "      <td>0.177803</td>\n",
       "      <td>0.163651</td>\n",
       "      <td>1995</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-04-30</th>\n",
       "      <td>579.93</td>\n",
       "      <td>646.92</td>\n",
       "      <td>-0.103552</td>\n",
       "      <td>-0.109315</td>\n",
       "      <td>1995</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-05-31</th>\n",
       "      <td>700.51</td>\n",
       "      <td>579.93</td>\n",
       "      <td>0.207922</td>\n",
       "      <td>0.188901</td>\n",
       "      <td>1995</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Close  Preclose  Raw_return  Log_return  Year  Month\n",
       "Day                                                              \n",
       "1995-01-31  562.59       NaN         NaN         NaN  1995      1\n",
       "1995-02-28  549.26    562.59   -0.023694   -0.023979  1995      2\n",
       "1995-03-31  646.92    549.26    0.177803    0.163651  1995      3\n",
       "1995-04-30  579.93    646.92   -0.103552   -0.109315  1995      4\n",
       "1995-05-31  700.51    579.93    0.207922    0.188901  1995      5"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 方法2：使用resample取月末价格计算月度收益率\n",
    "# 这种方法直接使用月末价格计算收益率，更符合金融实践\n",
    "Month_data2 = data_new.resample('ME')['Close'].last().to_frame()\n",
    "#按月（月末）汇总数据，取每个月最后一天的收盘价\n",
    "\n",
    "Month_data2['Preclose'] = Month_data2['Close'].shift(1)\n",
    "#把 “收盘价” 列整体下移一行，得到 “前一个月的收盘价”\n",
    "\n",
    "Month_data2['Raw_return'] = Month_data2['Close'] / Month_data2['Preclose'] - 1\n",
    "#计算月度简单收益率\n",
    "Month_data2['Log_return'] = np.log(Month_data2['Close']) - np.log(Month_data2['Preclose'])\n",
    "#计算月度对数收益率\n",
    "\n",
    "Month_data2['Year'] = Month_data2.index.year\n",
    "Month_data2['Month'] = Month_data2.index.month\n",
    "# 添加年月信息\n",
    "\n",
    "Month_data2.head()  # 显示结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "726445f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Preclose</th>\n",
       "      <th>Open</th>\n",
       "      <th>Highest</th>\n",
       "      <th>Lowest</th>\n",
       "      <th>Close</th>\n",
       "      <th>Raw_return</th>\n",
       "      <th>Log_return</th>\n",
       "      <th>Pct_change_return</th>\n",
       "      <th>Apply_return</th>\n",
       "      <th>Diff_div_return</th>\n",
       "      <th>Loop_return</th>\n",
       "      <th>Loop_return2</th>\n",
       "      <th>Numpy_return</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-01-03</th>\n",
       "      <td>647.870</td>\n",
       "      <td>637.720</td>\n",
       "      <td>647.710</td>\n",
       "      <td>630.530</td>\n",
       "      <td>639.880</td>\n",
       "      <td>-0.012333</td>\n",
       "      <td>-0.012409</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.012333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.012333</td>\n",
       "      <td>-0.012333</td>\n",
       "      <td>-0.012333</td>\n",
       "      <td>1995</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-04</th>\n",
       "      <td>639.880</td>\n",
       "      <td>641.900</td>\n",
       "      <td>655.510</td>\n",
       "      <td>638.860</td>\n",
       "      <td>653.810</td>\n",
       "      <td>0.021770</td>\n",
       "      <td>0.021536</td>\n",
       "      <td>0.021770</td>\n",
       "      <td>0.021770</td>\n",
       "      <td>0.021770</td>\n",
       "      <td>0.021770</td>\n",
       "      <td>0.021770</td>\n",
       "      <td>0.021770</td>\n",
       "      <td>1995</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-05</th>\n",
       "      <td>653.810</td>\n",
       "      <td>655.380</td>\n",
       "      <td>657.520</td>\n",
       "      <td>645.810</td>\n",
       "      <td>646.890</td>\n",
       "      <td>-0.010584</td>\n",
       "      <td>-0.010641</td>\n",
       "      <td>-0.010584</td>\n",
       "      <td>-0.010584</td>\n",
       "      <td>-0.010584</td>\n",
       "      <td>-0.010584</td>\n",
       "      <td>-0.010584</td>\n",
       "      <td>-0.010584</td>\n",
       "      <td>1995</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-06</th>\n",
       "      <td>646.890</td>\n",
       "      <td>642.750</td>\n",
       "      <td>643.890</td>\n",
       "      <td>636.330</td>\n",
       "      <td>640.760</td>\n",
       "      <td>-0.009476</td>\n",
       "      <td>-0.009521</td>\n",
       "      <td>-0.009476</td>\n",
       "      <td>-0.009476</td>\n",
       "      <td>-0.009476</td>\n",
       "      <td>-0.009476</td>\n",
       "      <td>-0.009476</td>\n",
       "      <td>-0.009476</td>\n",
       "      <td>1995</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-09</th>\n",
       "      <td>640.760</td>\n",
       "      <td>637.520</td>\n",
       "      <td>637.550</td>\n",
       "      <td>625.040</td>\n",
       "      <td>626.000</td>\n",
       "      <td>-0.023035</td>\n",
       "      <td>-0.023305</td>\n",
       "      <td>-0.023035</td>\n",
       "      <td>-0.023035</td>\n",
       "      <td>-0.023035</td>\n",
       "      <td>-0.023035</td>\n",
       "      <td>-0.023035</td>\n",
       "      <td>-0.023035</td>\n",
       "      <td>1995</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-08-25</th>\n",
       "      <td>3825.759</td>\n",
       "      <td>3848.163</td>\n",
       "      <td>3883.562</td>\n",
       "      <td>3839.972</td>\n",
       "      <td>3883.562</td>\n",
       "      <td>0.015109</td>\n",
       "      <td>0.014996</td>\n",
       "      <td>0.015109</td>\n",
       "      <td>0.015109</td>\n",
       "      <td>0.015109</td>\n",
       "      <td>0.015109</td>\n",
       "      <td>0.015109</td>\n",
       "      <td>0.015109</td>\n",
       "      <td>2025</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-08-26</th>\n",
       "      <td>3883.562</td>\n",
       "      <td>3871.471</td>\n",
       "      <td>3888.599</td>\n",
       "      <td>3859.758</td>\n",
       "      <td>3868.382</td>\n",
       "      <td>-0.003909</td>\n",
       "      <td>-0.003916</td>\n",
       "      <td>-0.003909</td>\n",
       "      <td>-0.003909</td>\n",
       "      <td>-0.003909</td>\n",
       "      <td>-0.003909</td>\n",
       "      <td>-0.003909</td>\n",
       "      <td>-0.003909</td>\n",
       "      <td>2025</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-08-27</th>\n",
       "      <td>3868.382</td>\n",
       "      <td>3869.612</td>\n",
       "      <td>3887.198</td>\n",
       "      <td>3800.350</td>\n",
       "      <td>3800.350</td>\n",
       "      <td>-0.017587</td>\n",
       "      <td>-0.017743</td>\n",
       "      <td>-0.017587</td>\n",
       "      <td>-0.017587</td>\n",
       "      <td>-0.017587</td>\n",
       "      <td>-0.017587</td>\n",
       "      <td>-0.017587</td>\n",
       "      <td>-0.017587</td>\n",
       "      <td>2025</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-08-28</th>\n",
       "      <td>3800.350</td>\n",
       "      <td>3796.711</td>\n",
       "      <td>3845.087</td>\n",
       "      <td>3761.422</td>\n",
       "      <td>3843.597</td>\n",
       "      <td>0.011380</td>\n",
       "      <td>0.011315</td>\n",
       "      <td>0.011380</td>\n",
       "      <td>0.011380</td>\n",
       "      <td>0.011380</td>\n",
       "      <td>0.011380</td>\n",
       "      <td>0.011380</td>\n",
       "      <td>0.011380</td>\n",
       "      <td>2025</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-08-29</th>\n",
       "      <td>3843.597</td>\n",
       "      <td>3842.823</td>\n",
       "      <td>3867.606</td>\n",
       "      <td>3839.206</td>\n",
       "      <td>3857.927</td>\n",
       "      <td>0.003728</td>\n",
       "      <td>0.003721</td>\n",
       "      <td>0.003728</td>\n",
       "      <td>0.003728</td>\n",
       "      <td>0.003728</td>\n",
       "      <td>0.003728</td>\n",
       "      <td>0.003728</td>\n",
       "      <td>0.003728</td>\n",
       "      <td>2025</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7445 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Preclose      Open   Highest    Lowest     Close  Raw_return  \\\n",
       "Day                                                                        \n",
       "1995-01-03   647.870   637.720   647.710   630.530   639.880   -0.012333   \n",
       "1995-01-04   639.880   641.900   655.510   638.860   653.810    0.021770   \n",
       "1995-01-05   653.810   655.380   657.520   645.810   646.890   -0.010584   \n",
       "1995-01-06   646.890   642.750   643.890   636.330   640.760   -0.009476   \n",
       "1995-01-09   640.760   637.520   637.550   625.040   626.000   -0.023035   \n",
       "...              ...       ...       ...       ...       ...         ...   \n",
       "2025-08-25  3825.759  3848.163  3883.562  3839.972  3883.562    0.015109   \n",
       "2025-08-26  3883.562  3871.471  3888.599  3859.758  3868.382   -0.003909   \n",
       "2025-08-27  3868.382  3869.612  3887.198  3800.350  3800.350   -0.017587   \n",
       "2025-08-28  3800.350  3796.711  3845.087  3761.422  3843.597    0.011380   \n",
       "2025-08-29  3843.597  3842.823  3867.606  3839.206  3857.927    0.003728   \n",
       "\n",
       "            Log_return  Pct_change_return  Apply_return  Diff_div_return  \\\n",
       "Day                                                                        \n",
       "1995-01-03   -0.012409                NaN     -0.012333              NaN   \n",
       "1995-01-04    0.021536           0.021770      0.021770         0.021770   \n",
       "1995-01-05   -0.010641          -0.010584     -0.010584        -0.010584   \n",
       "1995-01-06   -0.009521          -0.009476     -0.009476        -0.009476   \n",
       "1995-01-09   -0.023305          -0.023035     -0.023035        -0.023035   \n",
       "...                ...                ...           ...              ...   \n",
       "2025-08-25    0.014996           0.015109      0.015109         0.015109   \n",
       "2025-08-26   -0.003916          -0.003909     -0.003909        -0.003909   \n",
       "2025-08-27   -0.017743          -0.017587     -0.017587        -0.017587   \n",
       "2025-08-28    0.011315           0.011380      0.011380         0.011380   \n",
       "2025-08-29    0.003721           0.003728      0.003728         0.003728   \n",
       "\n",
       "            Loop_return  Loop_return2  Numpy_return  year  month  \n",
       "Day                                                               \n",
       "1995-01-03    -0.012333     -0.012333     -0.012333  1995      1  \n",
       "1995-01-04     0.021770      0.021770      0.021770  1995      1  \n",
       "1995-01-05    -0.010584     -0.010584     -0.010584  1995      1  \n",
       "1995-01-06    -0.009476     -0.009476     -0.009476  1995      1  \n",
       "1995-01-09    -0.023035     -0.023035     -0.023035  1995      1  \n",
       "...                 ...           ...           ...   ...    ...  \n",
       "2025-08-25     0.015109      0.015109      0.015109  2025      8  \n",
       "2025-08-26    -0.003909     -0.003909     -0.003909  2025      8  \n",
       "2025-08-27    -0.017587     -0.017587     -0.017587  2025      8  \n",
       "2025-08-28     0.011380      0.011380      0.011380  2025      8  \n",
       "2025-08-29     0.003728      0.003728      0.003728  2025      8  \n",
       "\n",
       "[7445 rows x 15 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 按照“1990-12-12”日期格式 里面的year年份 month月份 day日子直接提出取来\n",
    "data_new2 = data_new.copy()\n",
    "data_new2['year'] = data_new2.index.year\n",
    "data_new2['month'] = data_new2.index.month\n",
    "#利用pandas的日期索引属性直接提取\n",
    "\n",
    "data_new2\n",
    "# 使用的时间、日期格式提取 字符串提出的方式 前四个字符当作年份 6-7字符是月份 提取出来的是字符串 变成数值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "27f5ba09",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Log_return</th>\n",
       "      <th>Raw_Return</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">1995</th>\n",
       "      <th>1</th>\n",
       "      <td>-0.141139</td>\n",
       "      <td>-0.131631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.023979</td>\n",
       "      <td>-0.023694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.163651</td>\n",
       "      <td>0.177803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.109315</td>\n",
       "      <td>-0.103552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.188901</td>\n",
       "      <td>0.207922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2025</th>\n",
       "      <th>4</th>\n",
       "      <td>-0.017148</td>\n",
       "      <td>-0.017002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.020662</td>\n",
       "      <td>0.020877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.028547</td>\n",
       "      <td>0.028959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.036707</td>\n",
       "      <td>0.037389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.076666</td>\n",
       "      <td>0.079682</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>368 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Log_return  Raw_Return\n",
       "year month                        \n",
       "1995 1       -0.141139   -0.131631\n",
       "     2       -0.023979   -0.023694\n",
       "     3        0.163651    0.177803\n",
       "     4       -0.109315   -0.103552\n",
       "     5        0.188901    0.207922\n",
       "...                ...         ...\n",
       "2025 4       -0.017148   -0.017002\n",
       "     5        0.020662    0.020877\n",
       "     6        0.028547    0.028959\n",
       "     7        0.036707    0.037389\n",
       "     8        0.076666    0.079682\n",
       "\n",
       "[368 rows x 2 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 方法3：使用groupby函数按年月分组计算月度收益率\n",
    "# 首先提取年月信息\n",
    "data_new3 = data_new.copy()    #复制原始数据框data_new，避免直接修改原数据。\n",
    "data_new3['year'] = data_new3.index.year   #提取年份，并新增 “year” 列存储\n",
    "data_new3['month'] = data_new3.index.month  #提取月份，新增 “month” 列存储\n",
    "\n",
    "# 使用groupby按年月分组，然后对每组的对数收益率求和\n",
    "Month_data3 = data_new3.groupby(['year', 'month'])['Log_return'].sum().to_frame()\n",
    "#按 “年” 和 “月” 对数据进行分组,对每组的对数收益率（Log_return）求和,最后将结果转换为数据框\n",
    "Month_data3['Raw_Return'] = np.exp(Month_data3['Log_return']) - 1\n",
    "#将对数收益率转换为原始收益率\n",
    "\n",
    "Month_data3  # 显示结果"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09e9a458",
   "metadata": {},
   "source": [
    "下面是方法4和方法5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "f5f865f1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "方法4结果:\n",
      "            Log_return  Raw_Return\n",
      "year month                        \n",
      "1995 1       -0.141139   -0.131631\n",
      "     2       -0.023979   -0.023694\n",
      "     3        0.163651    0.177803\n",
      "     4       -0.109315   -0.103552\n",
      "     5        0.188901    0.207922\n",
      "\n",
      "方法5结果 (包含多个统计量):\n",
      "           Log_return                           Raw_return          \n",
      "                  sum      mean       std count       mean       std\n",
      "year month                                                          \n",
      "1995 1      -0.141139 -0.007428  0.016251    19  -0.007277  0.016140\n",
      "     2      -0.023979 -0.001411  0.033003    17  -0.000891  0.033609\n",
      "     3       0.163651  0.007115  0.023204    23   0.007401  0.023470\n",
      "     4      -0.109315 -0.005466  0.020374    20  -0.005255  0.020169\n",
      "     5       0.188901  0.008586  0.077844    22   0.011645  0.083211\n"
     ]
    }
   ],
   "source": [
    "# 方法4：使用apply和lambda函数进行更灵活的分组计算\n",
    "# 这种方法可以对每个月的数据进行更复杂的操作\n",
    "Month_data4 = pd.DataFrame(\n",
    "    data_new3.groupby(['year', 'month'])['Log_return'].apply(lambda x: sum(x)))\n",
    "##先按 “年” 和 “月” 分组，对每组的Log_return（对数收益率）用lambda函数求和\n",
    "\n",
    "Month_data4.columns = ['Log_return']\n",
    "Month_data4['Raw_Return'] = np.exp(Month_data4['Log_return']) - 1\n",
    "#然后把对数收益率转换为原始收益率Raw_Return，公式是np.exp(对数收益率) - 1\n",
    "\n",
    "\n",
    "# 方法5：使用agg函数同时计算多个统计量\n",
    "Month_data5 = data_new3.groupby(['year', 'month']).agg({\n",
    "    'Log_return': ['sum', 'mean', 'std', 'count'],\n",
    "    'Raw_return': ['mean', 'std']\n",
    "})\n",
    "\n",
    "#按 “年” 和 “月” 分组后，对Log_return同时计算求和、均值、标准差、计数\n",
    "#对Raw_return同时计算均值、标准差。这样能一次性得到多个统计指标\n",
    "\n",
    "# 显示结果\n",
    "print(\"方法4结果:\")\n",
    "print(Month_data4.head())\n",
    "print(\"\\n方法5结果 (包含多个统计量):\")\n",
    "print(Month_data5.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35706e4a",
   "metadata": {},
   "source": [
    "对上面方法4的改进 我有点小想法\n",
    "原方法 4 中apply(lambda x: sum(x))可以直接用sum()替代，让代码更简洁高效"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "a440cfcc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "新方法4结果:\n",
      "            Log_return  Raw_Return\n",
      "year month                        \n",
      "1995 1       -0.141139   -0.131631\n",
      "     2       -0.023979   -0.023694\n",
      "     3        0.163651    0.177803\n",
      "     4       -0.109315   -0.103552\n",
      "     5        0.188901    0.207922\n"
     ]
    }
   ],
   "source": [
    "# 方法4改进后\n",
    "Month_data4 = data_new3.groupby(['year', 'month'])['Log_return'].sum().to_frame()\n",
    "Month_data4.columns = ['Log_return']\n",
    "Month_data4['Raw_Return'] = np.exp(Month_data4['Log_return']) - 1\n",
    "# groupby后直接调用sum()的执行效率比apply(lambda)更高\n",
    "print(\"新方法4结果:\")\n",
    "print(Month_data4.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ed9e4f0",
   "metadata": {},
   "source": [
    "第六章 季度收益"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "0a2af765",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "季度对数收益率汇总:\n"
     ]
    },
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Log_return</th>\n",
       "      <th>Raw_Return</th>\n",
       "      <th>Year</th>\n",
       "      <th>Quarter</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-03-31</th>\n",
       "      <td>-0.001467</td>\n",
       "      <td>-0.001466</td>\n",
       "      <td>1995</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-06-30</th>\n",
       "      <td>-0.025583</td>\n",
       "      <td>-0.025258</td>\n",
       "      <td>1995</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-09-30</th>\n",
       "      <td>0.135980</td>\n",
       "      <td>0.145660</td>\n",
       "      <td>1995</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-12-31</th>\n",
       "      <td>-0.263130</td>\n",
       "      <td>-0.231358</td>\n",
       "      <td>1995</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996-03-31</th>\n",
       "      <td>0.001979</td>\n",
       "      <td>0.001981</td>\n",
       "      <td>1996</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>0.117234</td>\n",
       "      <td>0.124383</td>\n",
       "      <td>2024</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-12-31</th>\n",
       "      <td>0.004565</td>\n",
       "      <td>0.004575</td>\n",
       "      <td>2024</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-03-31</th>\n",
       "      <td>-0.004790</td>\n",
       "      <td>-0.004779</td>\n",
       "      <td>2025</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-06-30</th>\n",
       "      <td>0.032061</td>\n",
       "      <td>0.032580</td>\n",
       "      <td>2025</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-09-30</th>\n",
       "      <td>0.113373</td>\n",
       "      <td>0.120049</td>\n",
       "      <td>2025</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>123 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Log_return  Raw_Return  Year  Quarter\n",
       "Day                                              \n",
       "1995-03-31   -0.001467   -0.001466  1995        1\n",
       "1995-06-30   -0.025583   -0.025258  1995        2\n",
       "1995-09-30    0.135980    0.145660  1995        3\n",
       "1995-12-31   -0.263130   -0.231358  1995        4\n",
       "1996-03-31    0.001979    0.001981  1996        1\n",
       "...                ...         ...   ...      ...\n",
       "2024-09-30    0.117234    0.124383  2024        3\n",
       "2024-12-31    0.004565    0.004575  2024        4\n",
       "2025-03-31   -0.004790   -0.004779  2025        1\n",
       "2025-06-30    0.032061    0.032580  2025        2\n",
       "2025-09-30    0.113373    0.120049  2025        3\n",
       "\n",
       "[123 rows x 4 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "季度末价格计算的收益率:\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
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       "      <th>Day</th>\n",
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       "  <tbody>\n",
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       "      <th>1995-03-31</th>\n",
       "      <td>646.920</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-06-30</th>\n",
       "      <td>630.580</td>\n",
       "      <td>646.9200</td>\n",
       "      <td>-0.025258</td>\n",
       "      <td>-0.025583</td>\n",
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       "    <tr>\n",
       "      <th>1995-09-30</th>\n",
       "      <td>722.430</td>\n",
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       "      <td>0.145660</td>\n",
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       "    <tr>\n",
       "      <th>1995-12-31</th>\n",
       "      <td>555.290</td>\n",
       "      <td>722.4300</td>\n",
       "      <td>-0.231358</td>\n",
       "      <td>-0.263130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996-03-31</th>\n",
       "      <td>556.390</td>\n",
       "      <td>555.2900</td>\n",
       "      <td>0.001981</td>\n",
       "      <td>0.001979</td>\n",
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       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>3336.497</td>\n",
       "      <td>2967.4028</td>\n",
       "      <td>0.124383</td>\n",
       "      <td>0.117234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-12-31</th>\n",
       "      <td>3351.763</td>\n",
       "      <td>3336.4970</td>\n",
       "      <td>0.004575</td>\n",
       "      <td>0.004565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-03-31</th>\n",
       "      <td>3335.746</td>\n",
       "      <td>3351.7630</td>\n",
       "      <td>-0.004779</td>\n",
       "      <td>-0.004790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-06-30</th>\n",
       "      <td>3444.426</td>\n",
       "      <td>3335.7460</td>\n",
       "      <td>0.032580</td>\n",
       "      <td>0.032061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-09-30</th>\n",
       "      <td>3857.927</td>\n",
       "      <td>3444.4260</td>\n",
       "      <td>0.120049</td>\n",
       "      <td>0.113373</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>123 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Close   Preclose  Raw_return  Log_return\n",
       "Day                                                    \n",
       "1995-03-31   646.920        NaN         NaN         NaN\n",
       "1995-06-30   630.580   646.9200   -0.025258   -0.025583\n",
       "1995-09-30   722.430   630.5800    0.145660    0.135980\n",
       "1995-12-31   555.290   722.4300   -0.231358   -0.263130\n",
       "1996-03-31   556.390   555.2900    0.001981    0.001979\n",
       "...              ...        ...         ...         ...\n",
       "2024-09-30  3336.497  2967.4028    0.124383    0.117234\n",
       "2024-12-31  3351.763  3336.4970    0.004575    0.004565\n",
       "2025-03-31  3335.746  3351.7630   -0.004779   -0.004790\n",
       "2025-06-30  3444.426  3335.7460    0.032580    0.032061\n",
       "2025-09-30  3857.927  3444.4260    0.120049    0.113373\n",
       "\n",
       "[123 rows x 4 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 计算季度收益率\n",
    "# 方法1：\n",
    "Quarter_data1 = data_new.resample('QE')['Log_return'].sum().to_frame(name='Log_return')\n",
    "Quarter_data1['Raw_Return'] = np.exp(Quarter_data1['Log_return']) - 1\n",
    "#利用resample('QE')（QE表示季度末）对数据按季度分组，然后对每组的Log_return（对数收益率）求和，得到季度对数收益率\n",
    "#再通过np.exp(对数收益率) - 1将其转换为原始季度收益率Raw_Return\n",
    "Quarter_data1['Year'] = Quarter_data1.index.year\n",
    "Quarter_data1['Quarter'] = Quarter_data1.index.quarter\n",
    "#同时提取出年份Year和季度Quarter信息。\n",
    "\n",
    "\n",
    "# 方法2：使用季度末价格计算\n",
    "Quarter_data2 = data_new.resample('QE')['Close'].last().to_frame()\n",
    "Quarter_data2['Preclose'] = Quarter_data2['Close'].shift(1)\n",
    "Quarter_data2['Raw_return'] = Quarter_data2['Close'] / Quarter_data2['Preclose'] - 1\n",
    "Quarter_data2['Log_return'] = np.log(Quarter_data2['Close']) - np.log(Quarter_data2['Preclose'])\n",
    "\n",
    "# 显示结果\n",
    "print(\"季度对数收益率汇总:\")\n",
    "Quarter_data1\n",
    "print(\"\\n季度末价格计算的收益率:\")\n",
    "Quarter_data2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5293a960",
   "metadata": {},
   "source": [
    "第七章 年度收益"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "692b9dc9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "年度对数收益率汇总:\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Log_return</th>\n",
       "      <th>Raw_Return</th>\n",
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       "      <th>Day</th>\n",
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       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-12-31</th>\n",
       "      <td>-0.154200</td>\n",
       "      <td>-0.142899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996-12-31</th>\n",
       "      <td>0.501639</td>\n",
       "      <td>0.651425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997-12-31</th>\n",
       "      <td>0.264019</td>\n",
       "      <td>0.302153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998-12-31</th>\n",
       "      <td>-0.040505</td>\n",
       "      <td>-0.039695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999-12-31</th>\n",
       "      <td>0.175423</td>\n",
       "      <td>0.191750</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2021-12-31</th>\n",
       "      <td>0.046884</td>\n",
       "      <td>0.048001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31</th>\n",
       "      <td>-0.163991</td>\n",
       "      <td>-0.151250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-12-31</th>\n",
       "      <td>-0.037709</td>\n",
       "      <td>-0.037007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-12-31</th>\n",
       "      <td>0.119264</td>\n",
       "      <td>0.126668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-12-31</th>\n",
       "      <td>0.140644</td>\n",
       "      <td>0.151014</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>31 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Log_return  Raw_Return\n",
       "Day                               \n",
       "1995-12-31   -0.154200   -0.142899\n",
       "1996-12-31    0.501639    0.651425\n",
       "1997-12-31    0.264019    0.302153\n",
       "1998-12-31   -0.040505   -0.039695\n",
       "1999-12-31    0.175423    0.191750\n",
       "...                ...         ...\n",
       "2021-12-31    0.046884    0.048001\n",
       "2022-12-31   -0.163991   -0.151250\n",
       "2023-12-31   -0.037709   -0.037007\n",
       "2024-12-31    0.119264    0.126668\n",
       "2025-12-31    0.140644    0.151014\n",
       "\n",
       "[31 rows x 2 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "年末价格计算的收益率:\n"
     ]
    },
    {
     "data": {
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       "      <th>1995-12-31</th>\n",
       "      <td>555.2900</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1996-12-31</th>\n",
       "      <td>917.0200</td>\n",
       "      <td>555.2900</td>\n",
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       "      <td>0.501639</td>\n",
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       "      <th>1997-12-31</th>\n",
       "      <td>1194.1000</td>\n",
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       "      <th>1998-12-31</th>\n",
       "      <td>1146.7000</td>\n",
       "      <td>1194.1000</td>\n",
       "      <td>-0.039695</td>\n",
       "      <td>-0.040505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999-12-31</th>\n",
       "      <td>1366.5800</td>\n",
       "      <td>1146.7000</td>\n",
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       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-31</th>\n",
       "      <td>3639.7800</td>\n",
       "      <td>3473.0700</td>\n",
       "      <td>0.048001</td>\n",
       "      <td>0.046884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31</th>\n",
       "      <td>3089.2579</td>\n",
       "      <td>3639.7800</td>\n",
       "      <td>-0.151251</td>\n",
       "      <td>-0.163992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-12-31</th>\n",
       "      <td>2974.9348</td>\n",
       "      <td>3089.2579</td>\n",
       "      <td>-0.037007</td>\n",
       "      <td>-0.037709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-12-31</th>\n",
       "      <td>3351.7630</td>\n",
       "      <td>2974.9348</td>\n",
       "      <td>0.126668</td>\n",
       "      <td>0.119264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-12-31</th>\n",
       "      <td>3857.9270</td>\n",
       "      <td>3351.7630</td>\n",
       "      <td>0.151014</td>\n",
       "      <td>0.140644</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>31 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                Close   Preclose  Raw_return  Log_return\n",
       "Day                                                     \n",
       "1995-12-31   555.2900        NaN         NaN         NaN\n",
       "1996-12-31   917.0200   555.2900    0.651425    0.501639\n",
       "1997-12-31  1194.1000   917.0200    0.302153    0.264019\n",
       "1998-12-31  1146.7000  1194.1000   -0.039695   -0.040505\n",
       "1999-12-31  1366.5800  1146.7000    0.191750    0.175423\n",
       "...               ...        ...         ...         ...\n",
       "2021-12-31  3639.7800  3473.0700    0.048001    0.046884\n",
       "2022-12-31  3089.2579  3639.7800   -0.151251   -0.163992\n",
       "2023-12-31  2974.9348  3089.2579   -0.037007   -0.037709\n",
       "2024-12-31  3351.7630  2974.9348    0.126668    0.119264\n",
       "2025-12-31  3857.9270  3351.7630    0.151014    0.140644\n",
       "\n",
       "[31 rows x 4 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "使用groupby计算的年度收益率:\n"
     ]
    },
    {
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Log_return</th>\n",
       "      <th>Raw_Return</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>-0.154200</td>\n",
       "      <td>-0.142899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>0.501639</td>\n",
       "      <td>0.651425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>0.264019</td>\n",
       "      <td>0.302153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>-0.040505</td>\n",
       "      <td>-0.039695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>0.175423</td>\n",
       "      <td>0.191750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <td>0.046884</td>\n",
       "      <td>0.048001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022</th>\n",
       "      <td>-0.163991</td>\n",
       "      <td>-0.151250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>-0.037709</td>\n",
       "      <td>-0.037007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024</th>\n",
       "      <td>0.119264</td>\n",
       "      <td>0.126668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025</th>\n",
       "      <td>0.140644</td>\n",
       "      <td>0.151014</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>31 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Log_return  Raw_Return\n",
       "year                        \n",
       "1995   -0.154200   -0.142899\n",
       "1996    0.501639    0.651425\n",
       "1997    0.264019    0.302153\n",
       "1998   -0.040505   -0.039695\n",
       "1999    0.175423    0.191750\n",
       "...          ...         ...\n",
       "2021    0.046884    0.048001\n",
       "2022   -0.163991   -0.151250\n",
       "2023   -0.037709   -0.037007\n",
       "2024    0.119264    0.126668\n",
       "2025    0.140644    0.151014\n",
       "\n",
       "[31 rows x 2 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 计算年度收益率\n",
    "# 方法1：使用resample函数的'YE'参数（年末）\n",
    "Year_data1 = data_new.resample('YE')['Log_return'].sum().to_frame(name='Log_return')\n",
    "#将数据按年度分组，对每组的Log_return（对数收益率）求和，得到年度对数收益率，再转成数据框并命名列\n",
    "Year_data1['Raw_Return'] = np.exp(Year_data1['Log_return']) - 1\n",
    "#通过公式把年度对数收益率转换为原始年度收益率\n",
    "\n",
    "# 方法2：使用年末价格计算\n",
    "Year_data2 = data_new.resample('YE')['Close'].last().to_frame()\n",
    "#用resample('YE')按年末分组，取每组最后一个交易日的收盘价Close\n",
    "Year_data2['Preclose'] = Year_data2['Close'].shift(1)\n",
    "#获取上一年的收盘价\n",
    "Year_data2['Raw_return'] = Year_data2['Close'] / Year_data2['Preclose'] - 1\n",
    "Year_data2['Log_return'] = np.log(Year_data2['Close']) - np.log(Year_data2['Preclose'])\n",
    "\n",
    "# 方法3：使用groupby按年分组\n",
    "data_new4 = data_new.copy()\n",
    "data_new4['year'] = data_new4.index.year\n",
    "Year_data3 = data_new4.groupby('year')['Log_return'].sum().to_frame()\n",
    "Year_data3['Raw_Return'] = np.exp(Year_data3['Log_return']) - 1\n",
    "\n",
    "# 显示结果\n",
    "print(\"年度对数收益率汇总:\")\n",
    "Year_data1\n",
    "print(\"\\n年末价格计算的收益率:\")\n",
    "Year_data2\n",
    "print(\"\\n使用groupby计算的年度收益率:\")\n",
    "Year_data3\n",
    "#输出三种方法的结果 方便对比"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db6cf737",
   "metadata": {},
   "source": [
    "第八章 计算滚动收益率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "f0f5ead6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "滚动收益率 (基于对数收益率累加):\n",
      "            Rolling_5d_Return  Rolling_10d_Return  Rolling_20d_Return  \\\n",
      "Day                                                                     \n",
      "2025-08-25           0.041720            0.064705            0.079386   \n",
      "2025-08-26           0.037854            0.055229            0.071660   \n",
      "2025-08-27           0.009065            0.031732            0.051064   \n",
      "2025-08-28           0.019225            0.048318            0.075671   \n",
      "2025-08-29           0.008408            0.043594            0.083702   \n",
      "\n",
      "            Rolling_30d_Return  Rolling_60d_Return  \n",
      "Day                                                 \n",
      "2025-08-25            0.103394            0.160143  \n",
      "2025-08-26            0.103676            0.150627  \n",
      "2025-08-27            0.084644            0.125628  \n",
      "2025-08-28            0.092916            0.135781  \n",
      "2025-08-29            0.091511            0.139592  \n",
      "\n",
      "滚动收益率 (基于价格变化):\n",
      "            Rolling_5d_Price_Return  Rolling_10d_Price_Return  \\\n",
      "Day                                                             \n",
      "2025-08-25                 0.041720                  0.064705   \n",
      "2025-08-26                 0.037854                  0.055229   \n",
      "2025-08-27                 0.009065                  0.031732   \n",
      "2025-08-28                 0.019225                  0.048318   \n",
      "2025-08-29                 0.008408                  0.043594   \n",
      "\n",
      "            Rolling_20d_Price_Return  Rolling_30d_Price_Return  \\\n",
      "Day                                                              \n",
      "2025-08-25                  0.079386                  0.103394   \n",
      "2025-08-26                  0.071660                  0.103676   \n",
      "2025-08-27                  0.051064                  0.084644   \n",
      "2025-08-28                  0.075671                  0.092916   \n",
      "2025-08-29                  0.083702                  0.091511   \n",
      "\n",
      "            Rolling_60d_Price_Return  \n",
      "Day                                   \n",
      "2025-08-25                  0.160143  \n",
      "2025-08-26                  0.150627  \n",
      "2025-08-27                  0.125628  \n",
      "2025-08-28                  0.135781  \n",
      "2025-08-29                  0.139592  \n"
     ]
    }
   ],
   "source": [
    "# 计算滚动收益率（例如：过去30天、60天、90天的收益率 注意这里指的是前30个观测值）\n",
    "# 这在金融分析中非常常见，用于观察不同时间窗口的收益表现\n",
    "\n",
    "# 方法1：使用rolling窗口函数计算滚动对数收益率之和\n",
    "rolling_returns = pd.DataFrame()\n",
    "#新建一个空数据框rolling_returns，用于存储不同窗口的滚动收益率结果\n",
    "\n",
    "for window in [5, 10, 20, 30, 60]:\n",
    "    # 遍历时间窗口列表[5, 10, 20, 30, 60]，分别计算5天、10天、20天、30天、60天的滚动收益率\n",
    "    rolling_log_return = data_new['Log_return'].rolling(window=window).sum()\n",
    "    # 转换为原始收益率\n",
    "    rolling_returns[f'Rolling_{window}d_Return'] = np.exp(rolling_log_return) - 1\n",
    "\n",
    "# 方法2：使用pct_change计算滚动价格变化\n",
    "rolling_price_returns = pd.DataFrame()\n",
    "for window in [5, 10, 20, 30, 60]:\n",
    "    rolling_price_returns[f'Rolling_{window}d_Price_Return'] = data_new['Close'].pct_change(periods=window)\n",
    "\n",
    "# 显示结果\n",
    "print(\"滚动收益率 (基于对数收益率累加):\")\n",
    "print(rolling_returns.tail())  #tail()表示显示数据框的最后几行\n",
    "print(\"\\n滚动收益率 (基于价格变化):\")\n",
    "print(rolling_price_returns.tail())\n",
    "#打印 “基于价格变化” 的滚动收益率结果，换行后展示其最后几行数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "62d3f645",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算累积收益率\n",
    "# 累积收益率用于观察长期投资表现，从某个起始点开始累积\n",
    "\n",
    "# 方法1：使用对数收益率累加后转换\n",
    "# 这是最准确的方法，特别是对于长期累积\n",
    "cumulative_returns = pd.DataFrame()\n",
    "cumulative_returns['Cumulative_Log_Return'] = data_new['Log_return'].cumsum()\n",
    "cumulative_returns['Cumulative_Return'] = np.exp(cumulative_returns['Cumulative_Log_Return']) - 1\n",
    "\n",
    "# 方法2：使用cumprod函数直接累乘(1+r)\n",
    "# 这种方法在金融实践中也很常见\n",
    "cumulative_returns['Cumulative_Return_Prod'] = (1 + data_new['Raw_return']).cumprod() - 1\n",
    "\n",
    "# 方法3：使用pandas的累积函数\n",
    "cumulative_returns['Cumulative_Return_Alt'] = data_new['Raw_return'].add(1).cumprod().sub(1)\n",
    "\n",
    "# 显示结果\n",
    "print(\"不同方法计算的累积收益率:\")\n",
    "cumulative_returns\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0358a1c",
   "metadata": {},
   "source": [
    "关于上面几种方法代码的改进之处：\n",
    "可以添加一些代码来保证数据输出的正确性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "902c5345",
   "metadata": {},
   "outputs": [],
   "source": [
    "#1.处理空值 / 异常值：在计算前先清理数据中的空值或异常值，避免计算错误：\n",
    "data_new = data_new.fillna(0)\n",
    "# 填充空值（或根据业务逻辑删除） \n",
    "# 过滤异常收益率（如绝对值大于1的极端值）\n",
    "data_new = data_new[(data_new['Raw_return'].abs() <= 1) & (data_new['Log_return'].abs() <= 1)]\n",
    "\n",
    "#2.添加结果校验：由于方法2和方法3逻辑一致，可添加校验确保结果相同，避免代码逻辑错误\n",
    "data_new = data_new[(data_new['Raw_return'].abs() <= 1) & (data_new['Log_return'].abs() <= 1)]\n"
   ]
  }
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